{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "import logging\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime\n",
    "\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from joblib import dump, load\n",
    "\n",
    "import views\n",
    "from views import Ensemble, Model, Downsampling, Period\n",
    "from views.utils.data import assign_into_df\n",
    "from views.apps.transforms import lib as translib\n",
    "from views.apps.evaluation import lib as evallib, feature_importance as fi\n",
    "from views.apps.model import api\n",
    "from views.apps.extras import extras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = views.DATASETS[\"cm_africa_imp_0\"]\n",
    "df = dataset.df\n",
    "#print(df)\n",
    "level = \"cm\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import our data\n",
    "wiki = pd.read_csv(r'/home/default/Dokumente/TRINITY/comp/prediction-project/data/Wiki_Data_Final_2021.csv')\n",
    "multi = wiki.set_index(['month_id', 'country_id'])\n",
    "multi = multi.sort_index(level=0)\n",
    "\n",
    "df = df.merge(multi, on=['month_id', 'country_id'], how='left')\n",
    "df = df.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                ln_ged_best_sb  viewsFrench\n",
      "ln_ged_best_sb        1.000000     0.278585\n",
      "viewsFrench           0.278585     1.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                ln_ged_best_sb  viewsFrench\n",
      "ln_ged_best_sb        1.000000     0.623533\n",
      "viewsFrench           0.623533     1.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                ln_ged_best_sb  viewsFrench\n",
      "ln_ged_best_sb        1.000000     0.216254\n",
      "viewsFrench           0.216254     1.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TAw0N9uZoboZRowoz6hEjIDdNELt2qaNWlIxRUqiNMW8Ar4qIm3bhOGBZoqVSotHdXeimHd621Fu2wPDhhUKtjnrgYYztFDUQWbMG1q+vdymqImqrj88D80TkKWAG8O+JlUiJTk9PYUWio729UKhHjLCDNYFtoqcdXgYeDz0E06bB0qX1Lknt+ed/hs99rt6lqIpIXciNMUuAwAGtlTpSzFHnphliyxYr3Bp9DGxeftku33zTCvZAwRh4+mkocxCktKE9E7NMd3ewox43rnAoU39GrdHHwGPjRrt0n/1AYe1aa0wyPl+oCnWWCYs+xo2zw512duajDyfUmzfnBVqFeuCwYYNdZlywymbFCrvM+HyhKtRZplj0AdZNuMpEl1F7m06qUA8cBqqjXr7cLjP+A6VCnWXCHLUb/vLhh62r9jpqb+23CvXAYaA76oy/bxXqLBPmqGfPhr33zs847hVqddQDE3XU9S1HlahQZ5mwysRBg+ATn4BFi+y6CrUyUB21E2rNqJW60dMT7KgBPvnJfI9Fb4cXFeqByUB11C766OzMj42TQVSos0yYowaYOBFOOsne93Z48WbU2uFl4DAQHfXmzfZ9u/FvMuyqVaizTFhlouOCC6yTnjpVHfVAZvfu/LjkA8lROzd90EF2qUKt1IWwykTHnDmwbRtMmmQFfdCgfEeY1lYV6oHCpk35+wPJUbt8evp0u8zwe1ehzjKlHDUUCnlbW/4v8IgRKtQDBZdPw8B01K7LvAq1UhdKOWo/gwdDb6+9P3KkCnWW+dvfrABt3lx6X/fjDANLqJcvt3OFjhlj1+OKPu67D37843iOFREV6ixTrDIxCJdTNzVZ0Vahzi7332+HLX388dL7Okfd3p5pV1k2L74I++xTOHJkHPz0p3DllfEcKyIq1FmmWPO8IJxQDxliBV6FOru8+KJdulESi+Ec9cSJA8dRL19ue+Yee2z+ex+XUG/alJ+LtEaoUGeZSh310KEq1FnnhRfs0gn1iy/CGWfkh7D14hz1xImlxWrbNjjzTHjjjfjKWg++/337z/Fzn8s76riij02b7Hmu4fWjQp1lolQmenFfWHXU2caYvkL9i1/AHXfY7NrPhg32n9eee5Z21M88A7ffDo89Fm+Za8m6dXDTTfDRj9qMOu7ow7WiqaGrVqHOMuVWJnoddVOTdnjJKhs22ErEESPg2Wdtr7u//MU+9sQTffffuBH22MN+7qXEqqvLLjPci4/rroOODvjyl+16EtEHqFArESnXUWtG3T9w+fSpp9rP8NFH8w44SKg3bLBCPXiw/fvvWv4E0R+E+pZb4MQTYf/97XqcjrqnJ995KEqLm5hQoc4y1ThqFers4mKPM86wyx/+0H6W48aFO+rRo+0PNBTPap1QZ/W7sWkTrFxpKxEdcWbUXnFWoVYiUW5lombU/YMXXrA/0O99r/3xvfNOaGmBf/1X28nD/5fc66iheE6ddUe9ZIldHnJIfpubLzEOR+3tPKTRhxKJSpvnqaPONi++aMdvaW21nV56euAf/gGOPto+7sTK4XfUxQQr60K9eLFdzpiR39bQYM9VHELt7Y6fNkctIqtE5GkRWSIiC5MulBIRbZ43MHnhBdhvP3v/4IPtcs6cvIv0xx/OUTuhjuKos/rdWLzYtvRw09E5XD5fLWkW6hzvNsbMMMbMTKw0SnloZeLAwxjrqPfd1647cZ4zx4rT+PGFQt3ZaYV59OiBEX0sXlwYezgGD67cUT/4INx2m72fAaFW0oZWJg48Xn/dCo5z1B/7mG1DfdRRdv3QQ61QP/KIHebWjSDnddT9NfrYtQueey5YqNvaKhfqa66Biy+2971CXcOMOqodM8B9ImKAnxpjrvfvICJzgbkAkyZNiq+ESjjVViZqO+rs4ZrmOUc9dKjt2OE49FC45x6bWQPcfbddDgRH/fTTttxhjrrS6KOz0/5AGpMX6nHjUumojzbGHAqcCJwnIsf6dzDGXG+MmWmMmTl27NhYC6mEUE1lYlOTOuossnKlXe6zT/Dj73ufFaWLLrK989z+5TrqLH43XEVi3NFHV5e9rV9vhbqtreZCHcmOGWNezy3XisjvgFnAg0kWTIlApZWJmlFnF+eGhw8Pfvzoowsd85Yttofe1Kl9jxFElh314sW2t+aUKX0fqyb66Oy0y9WrbQuaUaPs66SpeZ6IDBGRYe4+8D5gadIFUyJQaWWiZtTZpaPDLl3b4FKcf77tSTd1av/PqJcssc3yRPo+Vk304c7Ja69ZRz1qlB3PPWXRxzhggYg8CTwG/MEY8z/JFkuJRCUTB4A66izjxCaqUEP+B7qcjDqL340NG2yrlyCqjT6grkJd0o4ZY1YCB9egLEq5lOuoDz/cjg9xyCF2loosXowDnY4OW79Qzg+0I8qYF1l21MWuh2qiD79QT5pko4+UOWolrZTrqNvb4a67rCNQR51NOjrKc9NeGhvtc/trRl3sekjCUW/dWnyAqxhRoc4qxtgvSTmO2sugQfZiNCbecinJUo1QQ2nBynL0UaxyvdrmedBXqHt7gydqSAAV6qziHE8lf4Eh/4XOonMayOzalc+cK2HIkP7rqItFH+4HqhJj4s7Jyy/bGXD22MMKNdQs/lChzirO8VTjqEE7vWSNOBx1fxXqYtFHW5sVaeeOy8GdE9fZyDXPg5o10VOhziruQqpUqJua7DKLf3EHCkERRbVCPWRI8ejDCVkWvxelog+oLP7w/3i56APUUSslcBdStdFHFi/IgcD3v29HgfOL6q5d6qjDKNZTt5pZXrq6Cpv9qVArkanWUatQp5cNG+Dyy22rgjVrCh/r6Kg+o+6vzfOKOepK5000xp4Tb29Hb/ShQq0URR11/+Xb387Py7d2beFjmlGHU6oyEew/ks98Bi68MNoxXR2OX6ido9aMWilKXJWJKtTlsWYNPPNMcsd/5RU7B6IbWMgv1NVGH1Eddda+F8aUbkcN9r3fcw/89a/hx1q1Cp5/3t5350MdtVIRcTXPy9oFmTR33w033xz++Fln5SeVTYI77rAVetdcY9eDHHXamuc9/nj+efXCdTwpFX2sX28HV3rzzeD9tm+H2bPh3HPtuntfY8bYMXLACnVzsz2mCrVSFHXUyfCTn8CllwY/9sQTsGBB+EUeB27QJTfnXxLRR5wZ9dq1cMQRcPvtlZcpDkoZF+eol+bGk1u7NrhN9aWX2vbSLnpy56O5Gfbe24pzS4vdNnKkRh9KCbQyMRm6u238sG1b38euvdYut2xJruuw+zyGDLF/r+MWaueowzp+lBt9bNlij+WErV6UMi5OqJ980i67uvqW+fHH4Qc/sKPvuR9M11zRCfWoUfn9azgwkwp1VomrMlE7vBTizuuzzxZuX7cOfv1rK3RJdh12r9/QYMdmiTujHjy4eMePch21E7R6/+CXMi4u+nBCDX3P7ZVXwtixcPrp+fflzkdLC5xyir05VKiVkmiHl2Rw58NfYXjDDVbcPv1pu+6dOy/u1x80yLq6IKGOI6OG8Jy6XKFOSweZUsbFOWpXSQh9z+3LL9sRJseNy78vb/RxwQXw05/m96/hCHoq1FlFm+clQ5hQ33GHnYfQzUWY1AXqbQvsF+qeHvsPqFpHDaWFOur3Im1CXSr66O3Nz47jF+o33rAi3dra11E3N/c9pjpqpSRamZgMQUK9fr2d5un445PvkVZMqMud3SWIUrO8ZD36KDbWh+PII+3Se257e228teeeNuaIItSlmjrGiAp1VtHKxGRw52PZsvy2Bx6wue5735uvTEo6+gAr1OvX5z9rJx7VRB9RHXVWo4+w66GpKf+Y+1fkFeoNG+x7do66u9uueysT/bS0VDbIUwWoUGcVjT6SwZ0Pb8uP+++3f5cPPzx5R+3tXdfebp3exo12vZaOOur3Im2OuphxcT9SBx5of3C9Qu2aXDqhBivC3spEP96IJGFUqLOKOupk6O7OX6jOVf/5z/Dud9tzVovow/34trfbpROUOITaufGgUeTcuBaQXUddzLg4od5vv76xUpBQd3QUjz7UUSslUUedDN3dMG2avb9sGaxcCS+9BO95j902YoRtkVGL6GPsWLt0glLJxLZ+ig1O5P0uZC2jjlJn4977299eXKidey4l1N6IJGEiC7WINIrIYhG5J8kCKRHRysRk6O62jqulxVYo3n+/3e6EuqHBxiC1qkyEvo66moy6mKP2dgMvt9VHvQdxihp97L23Xba3F/YwfeMNuwyLPsIctdsvYcq5ys8HngWGJ1QWpRziGutDO7wU0t1tL8D994ef/cxehJMmwTvekd8nqFmWMfbWUOWf1ChCHUfzvFJC3R+jj1Gj8uNKt7fD/Pn5x95804rxyJGF0UexykTvfu68JkSkb5WITABOBn6WaGmU6FTrqLXDSzBOKD/8YdhnH9vB5Q9/sHGHI0ioL7gADjssvtcHOzdfQ0My0UdcQp2W6COKo/75z/MdVtrbbUsPV+4337RuWiQ4+giqTEyho74GuBgYFraDiMwF5gJMmjSp6oIpJdDKxGRwQnnxxfYWxKhRhRn1ihV2aNKeHpv9VuOuvELd2GhHbatH9NEfHfW+++bvu38r69fbttNOqCF69OF11AlT0lGLyCnAWmPMomL7GWOuN8bMNMbMHOsqQZTk0MrEZCg2+LzD76ivuCIvbMuXV/f6/llKvJVecbb6CKpMrCSjToujLvcfpj9WChLqKK0+oCaOOkr0cTTwARFZBfwGmCMiv0y0VEpp1FEnQ7HpnBxeoX7uOfjlL+G44+z6Cy/E+/peoY4j+hg0yMZe/c1Rl3s9OFEOEupyWn24/RKmpFAbY75qjJlgjJkMnA38xRjzkcRLphRHHXUyRBFqb/Txwx/aC/aGG+z6iy/G+/pxO2qwrrqYUDc2Zi+jLvd68Drq3l67DIo+SvVMdPsljLajziraPC8Zik3n5Bg50g5z2t1tm/AdcoidqmnPPWsj1NVk1O75xYS6ra3/DcrkxyvUGzfa54dFHyLBx02To/ZijJlvjDml9J5K4uhUXMkQNfoAO2j+8uW2dQjYyqokoo+tW60YxOmoi2XUbW3ZjT6iXg8jR9rzvHZtYWcX6CvUzc2FrX4c6qiVkqijjp/eXnuLEn2Aneh29Wrb0w1sR5m4HbWrmF+/Pp6MGmyrlFKOOqvRR9TrwTvetxPqPfe0S39GHRR7ePdToVZCiasyUTu85Il6Tp2jfuIJu3RCve++9sKvZh69np5CV7jHHna5aZMVjubm6jvVlIo+Bg/OXvRRyfXQ3m57JIY5atc8L0yo0xp9KCmi2spE7fDSl6iuzAn1woV26Y0+oDpX7XfUTqg3bqx+vkRHlIw6q466nOthxgw7hO2SJXY9KPro7FRHrVRBtY7afaHrfYGliahC7aKPxx+3S2/0AckJdbXzJTr6Y0ZdSRT4jW/Y93zNNda4uM81avShjlopSbWOWsQ+t94XWJoo11EvWWIvbiemzlln3VGXE32kxVFXUrnuhgjo6rIxiKswbGy0n4GLPoK6j4M6aiUC1VYmuufW+wJLE+UKdUdH3k2DFcCJE6tr+VFKqKttmgfxViZm2VEDfPObMHRoPvZwuEkBUuKoq7jKlbpSbfThnlvvCyxNRL3YhwzJnzvnoh3VtvzwC/WQIfZvedzRR5BQO9HNYkZd6fXQ3g6//nXf5ndu3sSUtPpQoc4q1UYfoELtJ6pQi1hXvX59oaMGmDoV7rqrujJ4X1/EuupaRx9ZddSVXA+nBHQNaW3N90wME2q3XTNqJRR3IVXTVEuFupBy/j67+MMv1MOGVTczdVCHG69QxxF9RKlMzFrzvDiiQC9Rog83JKpm1EoorqtzUI+pqKhQFxKHUFc74WkpoY7DUbuM2pjC7VlunldtT10/3ugjrDIRajbBrQp1VokyHGcpBg3SDi9eyhFq15TLn1G3ttrPplLhKibUcWbU0NcJeqOP3t6+Qh5Ef3bUpTq8gDpqpQRRBg8qRVNT/S+wNFGuox4yJLi1AFTusmrhqMMmD+jqslGaE6Yortq9zyzMmVgOUaIP734Jo5WJWSXK4EGl0OijkHIu9nPOgenT+0ZPXqEeOrT8MhQT6lGj4suowebU7p8B5EXJGYBS/9q6u63zdvfrSRyV616cABerTISaOWoV6qwSV/RR7wssTZTjqE891d78OBGsxlH7xWaPPeywqg0NyTtqv1AXw/se6/09ijv6aGmBbdtS46g1+sgqcUQfKtSFxOHKqo0+gn6AXaeXrVvjq0yEcKGOOrKi10nW+3sUd2WiN/ooVpmoGbVSFHXU8ROHK3NCGtROOWoZwoQa4o0+qnXUTqDSMBRBUtGHOmqlKtRRx0+cQl3JxetaWhQT6jijD39b6kqjjyFD6v89csPDVtNc1UuUnoluP3XUSihamRg/9RbqsNdPSqiDHHVLS/nRx9Ch9f8exWFcvETpmej2U0ethOIfYL4SVKgLGShCXSqjzqKjjsO4eGlttedHHbVSFXE5au3wkicLQp3GjDoNQh1HnY2XlhbYscNGUdozUamYOL6Y2uGlkLQK9fDh+TFdatE8z71+VEfdX6MP10Y8C45aRFpF5DEReVJEnhGRyxMvlVIarUy0rFtn2xjHQVqFuqEh3zGllpWJYd+NVaus0/Q6amPywlYPkog+HBnJqDuBOcaYg4EZwAkicmSipVJKo83zLCedBJdcEs+x0irUkI8/6h19vPGGHYjqnnsKhRrq+12Ko87GizfuyIKjNhZnWZpytwijtSiJoo7a8uab8Oqr8RwrDqGupmdiFKGud8/EjRvt9pdeKqxMhPp+l9RRg4g0isgSYC3wZ2PMowH7zBWRhSKycN26dTEXU+mDNs+zdHXZHntxkAVHHYdQNzRYJ1hJz0Q3wt7Gjelz1PUQ6pYWWyGfcOwTSaiNMT3GmBnABGCWiEwL2Od6Y8xMY8zMsWPHxlxMpQ/aPM+SNqF2f5kr6ZlYrHfd6NF2GYdQQ/DkAVEctVeovZWJUH9HHXdloqNUqw9IPP4oq9WHMWYzMB84IYnCKGWgjtqSNqEeNMjewhz1okXwrW+V//pxZtTuOJVEH2l11HFHH+Vk1FB/oRaRsSIyMne/DXgP8FyipVJKo5WJlrQJNRTPLW+7DS69NHhQ/lpFHxA8E3mU6MO1u0+bo467MrGcjBoSz6mjOOq9gAdE5CngcWxGfU+ipVJKE1dlYpY7vBhjyx+XUMc1+HwxoS42dVWx13dxYiVjXAdRraPesKEyR93bCwceCL/5TWXlDqNelYk1ctQl35kx5ingkERLoZSPdnjJlz3K4DnlHK8WQt3VZc9/1Nf/6Edh772hvb26sjniyKg7O+0gSC6OifJd6uiAZcvg4Yfh7LMrL7+fJHomOjLiqJU0os3z8qIBdpD3aolrqMyoQh32+kGCM2xY8EQFlVLMUUdt9dHRYQXN/eBE+S6557/2WmXlDqNelYlpyaiVlKKViYViFzX+ePnl8HbXtXbUSb1+FKqNPjZtss/3jrYXZd5E9/zVqysrdxj1bEcNiTtqnYorq2hlYmG+HlWoP/lJe3H9/vd9H0uzo46bwYMLXW1Pj72VEmp3zo2xnY1aW6MPiwrJOep69kyE+mfUSkrR6KMyR71pU3gTt+5u2xmkoco/mm1t6Rdqv6N2AlxqUCZvuV9/vbzxq73PX7PGvqY/p6+UejtqjT6UQOJ01EFNxbJAJULd2RkskhDfxZ4FR+2vTHTlKTUok1+oK3XUxthxQ+Kinj0TQSsTlRDictRQ31HPqqESoe7qCnc/A02ovY46SKhLOeo1a8p31N5zH2f8EXdlojf6yFrPRCVFxOWoIbttqSvJqLu6auOow7qQp0Wo/R1eogq195y7Vh+VOGqIt0Kx3u2otTJRCSROR53VnLrS6CMsg06Lo47TGYbR1mbPRW+vPR/OEUZtnueoNPqAeB113JWJgwbZ89Lbqxm1UgVxNc9zx8oilUYfmlH3Heq0kugD+q+jFsmLcAoctQp1VomrZyIMLKF2M0sHoUIdTaibm2HECLtejaOOU6jjrkyEvAgXa5miHV6Uomj0oY66GvwzkXuFutSgTM3N+UGiKq1MHDo03ZWJkP8RKtZcU7uQK0WJszIxq0JdbmWiMbVt9RHU7LGYUMc1KFQU/I7alSuKo25qKhzNrxJHPXVquqMPsO+tWIsPyMci6qiVQNRR5y/6wYOjCbUT9lo46qDX8U4IW29H7Z/gdvNmuxw1Klr0Uamjdu97yhTrqONqw59U9FFqoK+GBruPOmolEK1MzF/0o0dHE2onkr29we85bqH2X7xe15UWoXaOetMmuxw1qnSrjziEeupUe3/9+srK7yep6CPKiIw1mOBWhTqLuA4q6qjtcsyYaELtFccwoYxDJMMmuPWuB13YtRRqN6719ty81V6hLtWO2ivUra3FezL68Qo1xBd/JBV9RBHqGkxwq0KdReK6oPtLh5eoQu0VxyChjOvvc5ij9q7X21E7od24sXAZJfpoasrP4VhpZaIT6rgqFONuRw3Rog+3nzpqpQ9xVTqpoy4krr/PWRBqJ7QbNtjlpk12zGs356O3PF780Uc1lYlQ6KiXLq18XPF6VSa6/dRRK32IqwdbfxHq0aPtX/hS4yGXctRxZ9T+buRpEmontC4j3rQpv60WlYkTJ9qld2Cmf/xH+MY3or8HL0lUJr7tbflyFkMdtRJIXI66v3R4GTPGLl3eWmp//31H0pWJUYW6Fl3Im5utg3aOeuNGG3t4Xz9KRl2pULe12ee6H7PeXtvy5I9/rOjtJFKZeO21cNddpfdTR60Eoo7a4s2ooXT8UWtHXYlQNzba7su1YPTowujDCbXr4JFUO2rXicQrcO7zePFFeOml8t9LEtFHc3O0Wd/T4KhFZKKIPCAiz4rIMyJyfqIlUkqjlYkWb/QBpYU6C466Fm7aMWZMoVA78RWx5SiWUbtzXq5Qd3bmc1+vUHvPzZ//XN77MCaZysSopMRRdwMXGmPeCRwJnCciByRaKqU4cUUfrkY7rANI2unqss7MOcH+4KhrkU87vI7aG32AFb1iGfV++8GVV8Ipp5Q/Z6L73oUJ9X33lfc+XHPVWp47L2lw1MaYNcaYJ3L3twHPAnsnWiqlOHFFH/5OD1nDXfTDh9v1/uCo6yHUxhRGH1BaqBsa4Gtfg/b28qOPYkI9ZAj87/9GE31HLbveB5ESR/0WIjIZOAR4NOCxuSKyUEQWrlu3LqbiKYHE9cWs0YAyiVGuUKujLsQJ9a5d9ny46APC59MMmuew3A4vXqF2n4M7N+97n61UXLgw+vuoZSVsEGlw1A4RGQrcAXzRGNPnijDGXG+MmWmMmTl27Ng4y6j4idtRZ1WoXQuEtDnqUj0TRcIHZaq1UG/ZAs5YleOovRTLtIs9P8hRn3yyPd799/d97tlnw4039t1ey2aNQaTFUYtIE1ak5xlj7ky0REpp4nbUAyX6SIujHj48PY4aYMUKu/Q66nKEGqLPaN/VVbwyccIEO9Z10MS3//M/sGBB3+2unPWsTEz4GorS6kOAG4FnjTHfT7Q0SjTUUVtcUzE3bkVaHHXWhPrFF+3S66jDhLdaoe7sLO6oW1v7Trzr2LUreHu9HXVYeWMkiqM+GvgoMEdEluRuJyVaKqU4cX0x+4ujbmy0Yl2Oo05SKMOmZ3LrI0akQ6hd+/Ply+0ySvQRlFFDeY66EqHu6bHPDfqu1rsy0ZU3riFbAyj5zowxC4AatcBXIhFnz0SR7Dpql1GDdanlOOokow+Rwl53Dneehw1Lh1D7HXWtoo9KhNo97t2+eDF468PqFX20tdkmgt7vY8xoz8QsElf0IVKTv22J4b3ohw1Lj6OG4Aqmjg4r4C0t6RLqIEedVPRRqVC7de/2M8+Eyy9PR/QBiV5HKtRZJM6/ejWosU4Ml1GDneWl1IVSK0cN4ULtxjhO+vWj4K1MFMlXykKwozYm3DXGVZlYjlBv3mxv9a5MVKFWAomz3Wh/cdSDB+enlQqjlKOOs3lcKaFOg6MeMiQ/jdSoUYWTuAYJtfveVZNRV1qZGCTUO3famzpqJZWoo7Z43V0UoXYDAkG4o43LlVUq1LV0hSJ5V+2NPSBYqL0zlfupdfTR22vv79yZjspEb9kSQIU6i8TtqLMq1JU46rY2e0HXK6NOk6OGfMsPb0UiBAtvEkLd2WkjlXKF2u3vddQafSipIs6/ejVorJ8Y/ow6iqNubq5NRhz0A5hGoS7lqNeutfssXJiMUIP9LNy5am6OJtTepUYfSiqJ869ef3HUUbJ2N8RmUKuL3l57G2iOupRQr1plR9Z79tn8cLhxtqMGe17cuQlrieQXaPej7I0+1FErqSLOv3pZd9TlZtRhjjrunDNrQh0WfezYYdd37CjuqKOO9eEfjxoKhRqKC3VXl/2svEKtjlpJJVqZaCm3MrGYo477Ys+aUIc56qhCHZejhuCefl4R7OhQoVYygDbPs/gz6o6O/CDyYfuHOeokhDqod10xoa716HmQXqGGws/Iey5daw/Q6ENJMXFXJmbVUfujDyh+saij7ks50YfLqCsV6t5eu09UofaLs/e+W9+9Oy/o6qiVVBF3ZWIWHPV99+W7Ojv8lYlQ/L3U2lEXE+re3uAOJfVqnhfmqJ1z9TrqSisT/UIfJtRBP7phjhpg27Z8GeqBCrUSSLELplyy4Kg7O+HUU+Hb3y7c7s+ooXhOXUtH3dbWtyxOjFxlWlAZai02Bx0EEyfC9OmF2yuJPkpNn+WeH6UyEaILtRvjpR9HH3X6CVKqwjmIYcOqP1YWmuctXGjL+NprhduDoo9iQt3VZbtN9/Qk76iHDbPi1tub75rtddSuPO4id2WotVC/7W3wyit9t7tWHE6od+6sPqN25zyO6CNNjrq52TYrVEetFOC+mEOGVH+s1tZ8k6e08tBDdvn66/ltPT1WBL2ViZAeR+0mM3BCB8FC7S9DvcTGj3PIcVYm+p8ft1DXy1GLRBsUrApUqLPI9u35rtDVElTDnjacUK9Zk9/mv+ijVCbWMqN2/3a2b7dLY+xrlhLqeomNn6Doo9oOL3EKtXfdRR/1/JFLuK5HhTqLbNsWT+wB6Z/lpacHHn7Yupb16/MXu79iyl3caXHU7vNxbs/9MHiFOujHIi2OOonmeUk7ahVqJVVs357/a10tYfP7pYWlS+1M2cccY9fdpKdhjrpURl0rR+0+Hyci3kGHshJ9lNMzsRyhrrQy0b1u2ioTQYVaCSBOR12DGuuqcLHHWWfZpYs//C1f0pZR+6OPrAl1Eo662spE1+ZbHbWSCZKIPtLqqB96CCZMgKOOsut+oY7LUcfdu80ffWRVqL3tqOudUbtOOf6Mut6ViVB/oRaRn4vIWhFZmlgplPKIM/pIu6N+5BEbe+y1l10vJdSleiY6oa5Vq4+sCnWS0Yd7vltWItQ7d+Y/c61MBOC/gBMSK4FSPgPFURtjM+nJk6G93bZHdk30KqlMdPP1afRRGn/0sWtX4ZjRfioR6oYGe9+10S4l1K73pBNq16tSow8wxjwIbEysBEr5JJFRp1God+2ygjxypL0I29vDM2p3kYcJdXe3bXed1srE3l77w5RWoQZbqQvxVSaCPR/uuKWEevBg+1wn1C6zHgCViSn5VihlkUSrjzRGH5s32+XIkXa5117h0UdDQ3C3bYdXJHp77Q+AMbbZH9RfqOs9758fJ7zO5Xd35z+PSjNqf2Ui2PPhjuu+i4MG2ZtfqNva8oK4c6f9Xoiooy4HEZkrIgtFZOG6deviOqzix5iBE334hXr8+Hz0EZSXFhuT2isSQUIZt1APGmQv3qjRR73HVPbjddRjx9ptmzbZ7Q0BslFJ9AHBQg19hc8v1Lt22Z653s+8Hzvq2ITaGHO9MWamMWbmWPfBKvGza5d1hAOheV4xRx005GaxbrxeRx00KFISQjl0aHRHnUah7uiw57m93W7btCk49oDaC7WrTHQViq4M9SIrQq3UCOfQBkKHlyChXrvWCkLQCILFoo8gR+3NqZMQymHDsi3U7sfQCfXmzaWF2jsri59KhdoYFepSO4jIr4FHgHeIyGoR+URipVFKE+fIeZAtRz1+vL1o33yz/OijHo562LDg6KPY66dlrA/vefA66rChdd3+pWbYgfKFuqvLfu5+oXbrjqBIpla0tSU6uFnJb6Ux5kOJvLJSGQPdUYONP6rJqN3FlLSjDos+nBin3VE7vBl1MUcNxQeWcufb3+qjlFC7ZTFH3diYrxiuB97WU3GMaulDo4+sEbejzkKrjxEj7NIr1GEZddocdZajD0cUoXb7F8upwxy1216OULvmel6hricJ/zNVoc4acQu1iBWutDrq1tb8BTx+vF2+/nq4oy5VmVjrjDqrrT6Cog/vRA1h+1ci1A6v0y4m1Js22SjEK9T1Pm8q1EoBcUcfEO8sL659chxs3pyPPQDGjbM/LN7oo9zKxHq3+mhpKRRqY+w5S5tQex2qE2oonVGXEuqGhsJje4U6qqPesKFw3fv69UKFWikgbkcN9gKJ4wu2bZv9m3znndUfC/oKdVOT7TZcSUZdL0ftPq+dO61Ii+TbInd2wo03wqRJeSGvt+A4woS6lKMuVpkW5MgrEepNm+y6Rh9KaklKqONw1KtW2e7AS5ZUfyzoK9SQb0tdaWViPVp9GGObFfoFr6vLnqs33sjPB5kWofaWY/TofEVdtdGHN96AyoTatSzR6ENJLUlFH3F8wVxnFO+UWdUQJNSud2KllYm1dNRDh1pR2bXLnhNXGerK0dWVP1erV8f/+tXgdahDhuRbMlQj1G70Qi+VCLVDHbWSWrZtKxSbOIjLUddCqP2O2puZusrEoIy8lKOOezxqKByT+vXXg4XadYl/9VW7TLtQV5tRJyXU9T5vKtRKAXGO8+HIkqPeay/b4cWV13uBFhsJsF4ZNdh/QWvW5FutuHJ4HXXahNpbjrgcddxCrZWJSmqJc+Q8R1yO2rlDt6wGY8Kjj54e+xrNzYWdHIrN8lKvVh9gWyls2NDXUXd25oX6lVfif/1qcI66udmWqRZC7W+e50bv0+hDhTpzZMFRu/E4qsE7FrUXJ3Yvv9z3oi8m1FEddRLRx/LldukX6jfeyJcrbY7anQcn0HEJdVhlomsR4/AKX5aij2ITV1SBCnXWSEKo486oXSuHavB3H3d4hdqfl1brqBsa4h0vwn1OL7xgl/7o4+WX8+tOqOvtDB2uHO6cumU1GXWxykSvs4bsCrU6agVIf/ThylZt/BEm1E7sXnkl3FEHXSxRHHXcF7s7F06o/Y7aCfXQocGZez1x5YjbUScl1PX+gVOhVgpIa/RhjHXUhx5q16utUAwT6j33tMvu7r4XfbG/n95BmcIcddwi6XfUXqFuacmXyZ0zSI9QJxV9VCrUjY3Wzae1MjHhMXNUqLPG9u3pjD62bLHHOOwwu16tULt59PxC3dKSn4263Iy6sdHeauWovULd2Jgf3AgKy65CXVqo3bpfqNPiqBsa8vM5JnH4RI6qJMe2bfFHH3E4aifMM2YUrldKmKOGfPxRbkbtnPSgQbbiKmlH7Z03cdy4QjFxgjVsGLz97fntaRHqtEUffqF2rVHSklFDopMHqFBnjSQrE6sZTMll0pMmWeeYVEYN+QihXEft9hfJt2N2JCHU3jzcG3u4x8D+6HgrGdMgOBDuqKutTAxr9VGuUPsrOdNw3lSoFcAKy+7dyWTUUBgFlItz0OPHF85tWCn+sai9lBLqoIvF3+LAtWN2JCHUkP+swoR6r70KH0uD4ED6ow+/UNc7+gAVaiWHG5ApiVYfUF1O7YTZCU8cQu0di9qLc6DlVCb62/C2tCTvqCH/WXldM6RfqNMeffiXaThvKtQKkMzIeRBP06LXX7cX87Bh+YGTqiGoV6KjkugjrY56/Ph8SxZIh+CAOupKUKFWgPzIeUlk1FC9o3Zi5MbjqGaizyhC7c9L0+ioo0QfLS12KFFIv1AnNSiTZtRFUaHOEmmPPtzf+732siK9fn3lx6vEUTc02PeSJkcdJfrwLtMgOJAvh18Qqx3mNO7KRPe8NJy3egu1iJwgIs+LyHIRuSSRkiilSXP04XXUTpSqyamLCXVYRg3h8yam1VG79+KWaRAcKD/6iDq5bbWOuqnJvpYTahF7f6BHHyLSCFwHnAgcAHxIRA5IpDRKcdIcfXjHW3bLanLqShw1hM+bGMVRJ3GxR4k+vMs0CA7En1EbU55Qu0Ga/EINwcOdpuEHLkGhjvLuZgHLjTErAUTkN8CpwLLYS3PyyemcDTstvPGGXSbR4QXgc5+DUaPKf74xsGNHX9G56CL43vcqK9OqVTBnTvBjbW222V5QXjp4MNxzDxx3XOH2xYth1qz8eksL/P3v+f2WLIF99qmsrMUYOtQKzrhxhdvTHn1UmlFfdRXMm9f3cddG3y/U7l+OX6hF7Labb7bf+7AeiTAgHHWUb8XewKue9dXAEf6dRGQuMBdg0qRJlZWmq6vw76hSyB57wBlnwMSJ8R73oIPgpJNg69bKz/+cOXDiifb+xInw4Q/bgZMqPd4RR8A//VP445dcAtOm9d1+7rlw7719X3f6dDj77Pz6OefAr36V3++AA+DMMysrazHOOMP+qPgF+P3vtxe1c9xnnmn/CXgFqZ4ccAB87GNw7LF2ff/94eMfh3e9K3j/cePgrLPsv6iwz3z2bHjvewu3NTTAxRfDqaf23f/Tn4bHH4e3va3wu3DBBfkesABf+ALst1+095UkBxyQnyE9ZsSU6I0mImcCxxtjPplb/ygwyxjz+bDnzJw50yxcuDDWgiqKovRnRGSRMWZm0GNRKhNXA14LNwGIYQoPRVEUJQpRhPpxYF8RmSIizcDZwN3JFktRFEVxlMyojTHdIvI54E9AI/BzY8wziZdMURRFAaJVJmKMuRe4N+GyKIqiKAFoz0RFUZSUo0KtKIqSclSoFUVRUo4KtaIoSsop2eGlooOKrANejvmwY4AqhmNLHC1f9aS9jFq+6kl7GetZvrcZY8YGPZCIUCeBiCwM67WTBrR81ZP2Mmr5qiftZUxr+TT6UBRFSTkq1IqiKCknS0J9fb0LUAItX/WkvYxavupJexlTWb7MZNSKoigDlSw5akVRlAGJCrWiKErKSYVQi0iriDwmIk+KyDMicrnv8S+LiBGRMZ5tX81Ntvu8iBxfr/KJyOdzZXhGRK6qR/mKlVFEZojI30VkiYgsFJFZnufUtIy512wUkcUick9ufQ8R+bOIvJhbjvLsm4by/YeIPCciT4nI70RkZJrK59le12ukVBnTcp0ElS9t10ggxpi63wABhubuNwGPAkfm1idih1h9GRiT23YA8CTQAkwBVgCNtS4f8G7gfqAl91h7PcpXooz3ASfmtp8EzK9XGXOv+yXgV8A9ufWrgEty9y8Bvpuy8r0PGJS7/920lS+3re7XSIlzmJrrJKR8qbpGgm6pcNTGkptim6bczdVy/j/gYs862Ml1f2OM6TTGvAQsx07CW+vyfQb4jjGmM7ff2nqUr0QZDTA8t30E+dl5al5GEZkAnAz8zLP5VODm3P2bgX9KU/mMMfcZY9zU2n/HznCUmvLlqPs1UqKMqblOQsqXmmskjFQINbz1d2QJsBb4szHmURH5APCaMeZJ3+5BE+7uXevyAfsB/ygij4rIX0Xk8HqVr0gZvwj8h4i8ClwNfLWOZbwGKyi9nm3jjDFrAHLL9pSVz8v/Af6Yu5+K8qXpGslxDX3PYZquk6DyfZH0XCOBpEaojTE9xpgZWMcyS0SmA18HLg3YXYIOkWDxgso3DTvxwihsxHAR8FsRkXqUr0gZPwNcYIyZCFwA3JjbvaZlFJFTgLXGmEVRnxKwrW7lE5GvA93APLcpYLealk9EBpOia6TIOUzFdVKkfKm4RooRaYaXWmKM2Swi87F/O6YAT9rPlAnAE7mgv24T7nrKd0KuHHcaG2g9JiK92EFd6johsK+M/wKcn3voNvJ/+WpdxqOBD4jISUArMFxEfgm8KSJ7GWPWiMhe2H8DqSmfMeYjIvIvwCnAcbnPOhXlA24hXddI2GecluskrHzvJx3XSDj1CMb9N2AsMDJ3vw14CDjFt88q8hUlB1IY8q8k2crEwPIBnwauyG3fD/s3SWpdvhJlfBaYndt+HLCoHufQV9bZ5Cty/oPCysSrUla+E4BlwFjfPqkon2973a6REucwNddJSPlSd434b2lx1HsBN4tIIzaO+a0x5p6wnY0xz4jIb7EXUDdwnjGmp9blEzsr+89FZCnQBfyLsZ9wrctXrIybgR+IyCCgA5gLdTmHYXwH+1f4E8ArwJkpK98PsRfqn3Ou9e/GmE+nqHyBpKx8Pyc910kQ/0q6rxHtQq4oipJ2UlOZqCiKogSjQq0oipJyVKgVRVFSjgq1oihKylGhVhRFSTkq1IqiKClHhVoZMIjISBH5rGd9tn+40BLP/5mIHBCw/eMi8sO4yqkoflSolYHESOCzpXYKwxjzSWPMsviKoyjRUKFWUomITBY7YP/PRGSpiMwTkfeIyMNiJxmYJXbSgbvEDur/99xAXojIZSLycxGZLyIrReQLucN+B9gnN0D8f+S2DRWR23OvNS83WFBYmeaLyMzc/XNF5AUR+St2DAlFSYy0dCFXlCDeju1SPhd4HPgwcAzwAeBr2DEjFhtj/klE5gC/AGbknrs/dsD6YcDzIvJj7Fgi04wdYRARmQ0cgh3T4XXgYazoLihWqNzgUZcDhwFbgAeAxdW/XUUJRh21kmZeMsY8bYzpBZ4B/jc3RsTTwGSsaN8CYIz5CzBaREbknvsHYwd8X48dkW9cyGs8ZoxZnXuNJbnjluII7Cwg64wxXcCtFb07RYmICrWSZjo993s9673Yf4PFxgv2PreH8H+PUfcLex1FSRwVaiXLPAicA2/FGOuNMVuL7L8NG4VUy6PAbBEZLSJN5Eb8U5Sk0IxayTKXATeJyFPATuwkCaEYYzbkKiOXYqfU+kMlL2rsJAeXAY8Aa4AngMZKjqUoUdBhThVFUVKORh+KoigpR6MPRfEhIr/DTr3k5SvGmD/VozyKotGHoihKytHoQ1EUJeWoUCuKoqQcFWpFUZSUo0KtKIqScv4/SVjjjTLJFyAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                ln_ged_best_sb  viewsFrench\n",
      "ln_ged_best_sb        1.000000     0.251222\n",
      "viewsFrench           0.251222     1.000000\n"
     ]
    }
   ],
   "source": [
    "# Plotting Wikipedia-views and battle deaths for selected countries\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "# Subset Cameroon\n",
    "sub1 = df.loc[(slice(None), 69), :]\n",
    "sub1 = sub1.loc[(range(337,489)),:]\n",
    "\n",
    "test = sub1\n",
    "test = test.reset_index()\n",
    "test = test[['viewsFrench', 'month_id']]\n",
    "test = test.set_index('month_id')\n",
    "test.plot()\n",
    "plt.title('Cameroon Wikipedia page views')\n",
    "plt.savefig('Cameroon Wiki.png') \n",
    "plt.show()\n",
    "\n",
    "test2 = sub1\n",
    "test2 = test2.reset_index()\n",
    "test2 = test2[['ln_ged_best_sb', 'month_id']]\n",
    "test2 = test2.set_index('month_id')\n",
    "test2.plot(color='red')\n",
    "plt.title('Cameroon battle deaths')\n",
    "plt.savefig('Cameroon deaths.png') \n",
    "plt.show()\n",
    "\n",
    "test3 = sub1\n",
    "test3 = test3.reset_index()\n",
    "test3 = test3[['ln_ged_best_sb','viewsFrench', 'month_id']]\n",
    "test3 = test3.set_index('month_id')\n",
    "print(test3.corr())\n",
    "\n",
    "\n",
    "shft1 = test2.shift(1)\n",
    "shft2 = test\n",
    "shft1 = shft1.reset_index()\n",
    "shft1 = shft1[['ln_ged_best_sb']]\n",
    "shft2 = shft2.reset_index()\n",
    "shft2 = shft2[['viewsFrench']]\n",
    "lag1 = pd.concat([shft1, shft2], join = 'inner', axis = 1)\n",
    "\n",
    "lag1 = lag1.iloc[1:]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Subset Egypt\n",
    "sub1 = df.loc[(slice(None), 222), :]\n",
    "sub1 = sub1.loc[(range(337,489)),:]\n",
    "\n",
    "test = sub1\n",
    "test = test.reset_index()\n",
    "test = test[['viewsFrench', 'month_id']]\n",
    "test = test.set_index('month_id')\n",
    "test.plot()\n",
    "plt.title('Egypt Wikipedia page views')\n",
    "plt.savefig('Egypt Wiki.png') \n",
    "plt.show()\n",
    "\n",
    "test2 = sub1\n",
    "test2 = test2.reset_index()\n",
    "test2 = test2[['ln_ged_best_sb', 'month_id']]\n",
    "test2 = test2.set_index('month_id')\n",
    "test2.plot(color='red')\n",
    "plt.title('Egypt battle deaths')\n",
    "plt.savefig('Egypt deaths.png') \n",
    "plt.show()\n",
    "\n",
    "test3 = sub1\n",
    "test3 = test3.reset_index()\n",
    "test3 = test3[['ln_ged_best_sb','viewsFrench', 'month_id']]\n",
    "test3 = test3.set_index('month_id')\n",
    "print(test3.corr())\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#Subset Mozambique\n",
    "sub1 = df.loc[(slice(None), 162), :]\n",
    "sub1 = sub1.loc[(range(337,489)),:]\n",
    "\n",
    "test = sub1\n",
    "test = test.reset_index()\n",
    "test = test[['viewsFrench', 'month_id']]\n",
    "test = test.set_index('month_id')\n",
    "test.plot()\n",
    "plt.title('Mozambique Wikipedia page views')\n",
    "plt.savefig('Mozambique Wiki.png') \n",
    "plt.show()\n",
    "\n",
    "test2 = sub1\n",
    "test2 = test2.reset_index()\n",
    "test2 = test2[['ln_ged_best_sb', 'month_id']]\n",
    "test2 = test2.set_index('month_id')\n",
    "test2.plot(color='red')\n",
    "plt.title('Mozambique battle deaths')\n",
    "plt.savefig('Mozambique deaths.png')\n",
    "plt.show()\n",
    "    \n",
    "test3 = sub1\n",
    "test3 = test3.reset_index()\n",
    "test3 = test3[['ln_ged_best_sb','viewsFrench', 'month_id']]\n",
    "test3 = test3.set_index('month_id')\n",
    "print(test3.corr())\n",
    "   \n",
    "\n",
    "    \n",
    "\n",
    "#Subset Libya\n",
    "sub1 = df.loc[(slice(None), 213), :]\n",
    "sub1 = sub1.loc[(range(337,489)),:]\n",
    "\n",
    "test = sub1\n",
    "test = test.reset_index()\n",
    "test = test[['viewsFrench', 'month_id']]\n",
    "test = test.set_index('month_id')\n",
    "test.plot()\n",
    "plt.title('Libya Wikipedia page views')\n",
    "plt.savefig('Libya Wiki.png') \n",
    "plt.show()\n",
    "\n",
    "test2 = sub1\n",
    "test2 = test2.reset_index()\n",
    "test2 = test2[['ln_ged_best_sb', 'month_id']]\n",
    "test2 = test2.set_index('month_id')\n",
    "test2.plot(color='red')\n",
    "plt.title('Libya battle deaths')\n",
    "plt.savefig('Libya deaths.png')\n",
    "plt.show()\n",
    "    \n",
    "test3 = sub1\n",
    "test3 = test3.reset_index()\n",
    "test3 = test3[['ln_ged_best_sb','viewsFrench', 'month_id']]\n",
    "test3 = test3.set_index('month_id')\n",
    "print(test3.corr())\n",
    "       \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-a5dbc616dfc7>:16: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  test[col].plot(fig=plt.figure(j))\n"
     ]
    },
    {
     "data": {
      "image/png": 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R+NmNXdNT1GoUlsZRKrnzbKMmQaGUOqWUyiqlcsC/4/gQwFn1r/dsug44ocfX+YwX7CMiIaAdx9RV6liWBSCZyRENOQ/ZRpie5jYz28+Z7Yy5GoXNo7A0gJT1UZRG+xwMrwdMRNS3gBt1JNNmHKf1Q0qpfmBcRK7U/oe3Ad/07GMimt4A/FD7Mb4PXCsindq0da0esywAyUyWaMi5XMzDtj4fhSIgEJmDzGwjBLzmAHNDN2kfhfndYqkHPzPn2cistZ5E5MvA1cAKEenDiUS6WkQuxTEFHQZ+D0Ap9ZSI3AE8DWSAdymlzF/wnTgRVE3AXfoFcCvwBRHZj6NJ3KiPNSQiHwUe1tt9RClVqVPd0mCS6ZwrKIxGMZGsI+opmyMcDBAKSMPzKPxWeSlXo9DhsVajsDSAlMeZrZRCR/2fdcwqKJRSb/YZvrXM9h8DPuYzvgu4yGc8AbyxxLFuA26bbY6WuSeRyRENa9OT9lFMJGpPuktnFeFggGBAyCnI5RSBQGNuMiN4/H0UxpltNQpL/Zjw2JxyhIYxz55t2MxsS0Uk0x7TUwPyKDK5HOGgENLCIdvAENlyzuxmNzzWahSW+vFeR2dz5JMVFJaKSHo0imgoSDgoTNTpzA4FAwQDziXYSD+Ff3is8VEYZ/bZe1Nb5g9v9NzZ7KewgsJSEV5nNkBzNFRn1JMiHMhrFI30GaQ9se2mSuxMjcIKCkv9pDzX0dkcImsFhaUinPDY/OXSEg0xkahPowiHHB8F0NBcinQmfyyTUe46s7WPwpqeLI3Au+A4m7OzraCwVIQT9ZR31LVEQ3WZnjJZRSgghIJGo2jcCt9bx8ncvPlaT7YooKVxpDPW9GSxuCQyWaLhItNTqnZBkdLhsa5G0VDTk9fBmC0Yi1sfhaWBeK81q1FYlj3ePApwBEU9eRQZTx4FNNZHkfExB6R0Pw0TsWUT7iyNIGWd2RZLnmQmRyycNz21RkN15VFkckrXjspHPZ0eS/D+Ox9zmyTVStrHwWhu6Lgt4WFpIKkC09PZu/iwgsJSETOjnoJM1qFRpDJOeKxXo7j/4CB37Opj/+mJuubqNQcYoZM3PRkfxdl7U1vmD79FydmIFRSWivAWBYT6w2ONRhFwfRQ5N0KpXhU+nc1hKilMp5xjmmM3hQsT7r73ZH9d38OyvLFRTxaLRilFyi88NpVB1ZhRnfbxUZiH+VSdK7N0NufWo5p2ndk5IsEAYf0dMrkc/aPTvOM/H+GuJ0/WdT7L8iWti1uC9VFYljne7naGlmgIpWp/qKezilAgH/WUySqS+karV4VPZxVtsbBzLE94bDgohHU4bjqrGNd5IGfzDW6ZW1LZHG1NzrVW6jp69Ogwp8YS8zmthmMFhWVWvN3tDPV2uUtnc0RCnlpPHo2iXhU+nc3RqgsXJrwaRShAWDvP09mcO3frr7DUSjqTIx4OEgxIyev2d2/fzf/7ycF5nlljsYLCMivGIRwr0iiAmpPuMtlcoUbhERT1rvAzHo0i4dEoIqEAgYAQEGcbo7nYCChLrZgKA03hoOsPK2YimWYiWXuE4GLACgrLrLimJ1+NonbTk+OjyIfHGoHUCB9FW5P2UaS8pifnXKFggHQu556n0Y2TLMsHcx3HwkESPmHdSjkLoKWet2MFhWVWzAO8ODwWatcoHGe2eDSK/M1Ut+kpN9OZndKmJ4BIMEAmq9zMcqtRWGrFVBiIhQMkfBY46axCqfxia6liBYVlVhKujyJ/ubRGHdNOzaannNYogjN9FH43XDWkM4poKEgkFHDnnso4UU8AoaCQzubypidb98lSI851JY7pyWeBYxI9l7pGMWuHO4slH/XkNT3p5kW1ahSZHKECjUK5TvNGOLND+uYtdmYDhAIB0lnlNl7K2rpPlhoxYd5NEX/fWtKj0S5lrKCwzIrrzA41zpmdzhXmUWSzjfVRhIPGwZi/UY2PIhwUMtkc09r0lLamJ0uNmGstIP5RT2aRlVzi5T2s6WkJM55IM1ZHvaVKccNjw40Mj1VFPopGhsc6x26K5M0B6YwqMD1lcso6sy11k8oqwqEAsUiQaR9h4AqKJa5RzCooROQ2ETktIk96xv5ORJ4RkcdF5Bsi0qHHN4nItIjs0a9Pe/a5XESeEJH9IvJJEafIgohEReSrevxBEdnk2ecmEdmnXzc18oufDbz/zsd531f3zPl5/JzZ8UgQkdo0CqUU2ZyTcFcY9dSg8FitrURDAfdYSY/pKRwMkMrmo55stztLraRdH4W/MzvlahRLO6mzEo3ic8D1RWN3AxcppS4BngM+6PnsgFLqUv16h2f8U8DNwDb9Msd8OzCslNoK3AJ8AkBEuoAPAVcAO4EPiUhnFd/trOfEaIK+4ek5P08+PDZ/uYgILZHamheZOkuRUKAg6qkRmdlKKTdk0atReMNjw4EAmWyOKW16shqFpVaM76upRHisWWQtdR/FrIJCKfVTYKho7AdKKfOEeABYV+4YIrIaaFNK3a+c4kC3Azfoj18HfF6/vxO4Rmsb1wF3K6WGlFLDOMKpWGAta6ZTGbcMxVziZ3qCfGHA7z91khv+9RcVP3DNCj4UKMzMNjdTPT4KE+oa9nFmG0EXCooOj7UJd5b6SLvhsUHfBY7bineJRz01wkfx28Bdnt83i8ijIvITEblKj60F+jzb9Okx89kxAC18RoFu77jPPgWIyM0isktEdg0MDNT7fZYMU6lsXe1IK8XP9AT5UuP/tauPPcdGGK/QX2LCUYs73BmBVI/pyQgh9+YtqvUEJuHOk5m9xFd7loXDm3Dn68xOF1YvXqrUJShE5M+BDPBFPdQPbFBKXQa8D/iSiLQB4rO7WcaV+qzcPoWDSn1GKbVDKbWjp6enmq+wpJnWgqLWCq6VYi7yWJFG0RILMzyV4oGDgwAVazcp92EuRXkU2vRUl6Bw/hYhHfVk8ijSBQl3UmB6shqFpVZSbnhs0DeyyTU9LVdBoZ3LrwF+XZuTUEollVKD+v1u4ABwLo424DVPrQNO6Pd9wHp9zBDQjmPqcsd99rHgaBTZnJrzOvhmhV+sUbREgzxydNjVaioVFKZfdSjoX+upPkHhHCMSlAJzQEEJj0CAtMeZbRPuLLXilK8XYqEgqWxuhnbqOrPr7Nq40NQkKETkeuDPgNcqpaY84z0iEtTvt+A4rQ8qpfqBcRG5Uvsf3gZ8U+/2LcBENL0B+KEWPN8HrhWRTu3EvlaPWYCcR0BMzLGfIpnJERBcf4KhORIqaP9YqekpncmbnvyinupxZrv+j2CApkg+6slbwsPJzLbhsZb6MQuQpohzbSWKNIezxUcxa8KdiHwZuBpYISJ9OJFIHwSiwN06yvUBHeH0S8BHRCQDZIF3KKWMI/ydOBFUTTg+DePXuBX4gojsx9EkbgRQSg2JyEeBh/V2H/Eca9njjbAYS2TobZu7cz11Yoye1igihYLCJN01R4JMprIVaxTpXN70VJiZXX/Uk9f/EQsFC6vHBvPhsZlcjilTZtxmZltqxFs9Fhzt29wXkNckckpXTA4uzdS1WQWFUurNPsO3ltj2a8DXSny2C7jIZzwBvLHEPrcBt802x+WINzKolEP7wMAE44kMl67vqPk8Rwen+NGzp/mDl22d8VmL7vnwsvN7+fbj/YxXWErZ63AOeVqhGt/FdDqLUmqGYKoEr//DhMcqpQo0irCOeppKW9OTpXa8odgmIrB4keN1YiczS1dQLM1ZWwouyFImn4/f9Qwf+NrjdZ3nCw8cJijCr1+5ccZnJjv71RevBio3gZkHcyiQ1yjSWcf0FA4KuTqqbRZoFOEgOWUED57M7MKEOz9ndkILGIulFG4+kA7FhpkRe16T01I2P1lBsUQp0ChKPKBPjiYYmaq9xMd0KstXHz7GdRetYmVbbMbnl6xt5+K17Vy1bQXgmMAqwdUoQnmNIqkf5u1NEaD2EFmvtmJu3rHpjHs+gHBASKbzZc2LTU+JdJadH7uH7z5he2lbSuN3rRUHYhRrFPXw1YeP8s09x+s6Rq3YooBLFO8FOa5NT994tI+x6Qw3vWgTAKfHEzU3FgL45p7jjCUy/KY+XjGvung1r7p4NUo5tZUq9lGYVb+nw51JfuuIhzkzkWQ6naWjhjnnndnihvOaelhejWJsOi9Ai01Po9NpxhIZjg1PYbGUwo2wCwXcay1RFCLrLd1Rr0bxufuO0BIN8rpLfdPJ5hSrUSxRTA4A5MNSv/zQMT5332HAiYo6M5FiMpUhV2NUz3ee6GdLTzM7NpavnCIitMbCFbd7zHge5iKO+cl8nw7dqL5Wh3beHJCPRBnVQiHs8VGMe/w6xVFP3pBai6UUKa9Goa+18hpFfSGy44k0g5Opuo5RK1ZQLFGmfUxPQ5Mp+kenUUoxNJUim3O6a03VYMYZT6R54OAgr7xgZUVO5ZZoqIaEO+fyC4q4mk9H3BEUtZbx8JYHMeaAUW1+i3qingr2KRYUppDgEo99t8wt3kVJrEJndj2MJzIMTlhBYamCKR9n9tBkikQ6x8hUmtNjSffzWvIsfr7vDOms4uXn91a0fWusckGRdzg7AsjRKJzv0zAfhccckNcodAmPQOFlX9y4yMxlqfcQsMwt6Yy51vJmzuLFhVc41FMYUCnFRDLD6HR6QaodW0GxRJkuCo/N5hTDU85qo380wcCER1BUaBLycs/e07Q3hbl8FrOTwREU1YfHgrP6d01PWqOoNTvbb5X3T/fuA2DzihZ93ryG1BINzfBReJP0LJZS+DqzZ2gU+d/rWXhMp7OuiXR4AcxPVlAsUcyDtTMeZjyRYXgqhYnmPDk2zemxhLtttRVmsznFj589zdXn9VQc990aC1eRcFekUQQl78yu00fh9X+Ym/fo0BR/fcNFbj5JyCMo2mKhGeGx01ajsFSA0RYqjXqqZ+HhtQqcWQDzk416WqIYv8PKthjjyQxDnlVG/2jCNbcAVUc+PdY3wuBkqmKzE0BrFT6KjJ9GoZ3LHc2O6alWjcLr/+iKR2gKB/nja8/lNzx5IF4fRWssPOMGtj4KSyXk64o5RQHBL+rJ46Ooo4aZN/R8cDJZZsu5wWoUS5TpVBYR6G6JMJFIFzi5To4mCn0UVZqefvzsAMGA8NJzK6/EW43pKZUpcmZ7fBR+GsVDh4Z44f+5l2NDs4erZjyht71tMZ748LX8zlVbCrbxCoq2ptAMm6+rUdioJ0sZ0p7kTlMws3iBk8rm3JIedWkUnii9IWt6slTKVCpLPBykNeqYfIo1ioGJpFuyolrT04mRaVa2RumIRyrexwmPrazkufEBGHU9FAgwWcJHkc0p/vKbT9I/muChQ7OX+so7s/O9J4rxFjdsi4Vnhsd66kNZLKVIe8rFiDimzulU4b2W9NR+qud68i7CFsL0ZAXFEmUqlaUpEqI15rQjHdLq6PquJvpHpxkYS7K5uxmovq/1yFSa9iqEBDh1n3KqsrBW04TeqOuFGkWh6ekrDx/lmZPjADzdPzbrsYsd5X6ECjSK8EwfRdpqFJbZSXki7MApaTORnOmjaGsKue9rxbvYG5ywpidLhUynMjRFArTosFSzyrhgVZurUWxeoQVFlRrF6HSKTr2yr5RWXSCwEu3FPIjd1qQBcVdbLbEQAXHMP2OJNH//g+fYubmL563v4OkTlQiKvOmpFMaJLuJ06SvuIZA3PVkfhaU0JjzWZPy3RIMzFmXJTI7WmHMv1aNRmHtYxJqeLFXgmJ5CrsnnzESSjniYdZ1x+kcSnB5LsLojRjQUYCJVnaAYnkq7JqBKMTdDJX6KRDpLUzjoJvIFPaagWDigVfgsP31ugKHJFH963XlcuKaNp/vHZjVtFZue/DDaRlM4qEuOlwiPtRqFpQxuKLZHo5icISiytMVC7vtaMWVo1rQ3WdPTcuMT33uGj9/1TE0PpOl0lqZIkFZt/zw2PE1Xc4TV7TGm01kmU1l6W2OOaapKjWJkKu0mvlWKq1FUYOaaTmVdsxMUCopoKOiWBz82NA3ABavb2L66jdHpNCdGEzOO58U89IuT6rwYH0U8EiQUkBl5FFPWmW2pgGIzp2N6Krz+U1VoFB/42uN89mcHfT8zx93QFbdRT8uNLz5whE//5AC/9pn7OTnLA7CYqVSWeCTo9oQ4OjhJd3OE1R35Kq89rVFafC7eciilGJ1OVa9RRKszPTV5+m978xqiISfUcDqVpW94is54mJZoiO1rnM5Ms5mf8hFVs2sU8UiIUDBQ0pltBYWlHN7eJ+DcAzM1ihzN0aD7vhzffaKfHz5z2vez8USGeCRIb1vUmp6WE5PJDGOJDFdtW8Ez/eP8n7v2VrW/ERRmJd/n0SgMva1RWqrUKCZTWdJZVYOPonLT03Q6Syycv/SCntV/VHcLm05n6RueZl1nHIDzV7UiMrugyORyhAJStj6VEUyuRlFUwsNGPVkqwZtHASVMT+ks0VCQaChQ9noaTzgVi0stGCcSGVpjIbqbowtS78km3C0QJ3Xm9P96/jqioQDP9I9Xtb/jzA65oXeZnKK7Jcqq9iZ3m962KM2RUEXmIMOILgPSUavpqQKhlCgyPRlTUDAgTq9rLSiODU9x3spWwFn9b+5u5un+0bLHNh3HyuH6KCJBggGnUVIupwjoeSSsM9tSAcX5QH6mp2QmRzQcIBIKlNUoTow4z4MTuqhn8UJnPJmmJRpy8qaSGRLprFuiZj6wGsU88oX7D3P/gUEAd+Wwqj3GOT0tHDozOcMEUg43jyKWX/l3N0fobY1irrGeliitsZmrnHKYRkftNUY9VaK9FJuejI8i4nmAT6WyHB+eZl1nXvBdoB3a5Uhnc2XNTpA3FTRHQu5N7nVo26KAc8cDBwe5+u9+VHFy5mImXRQeWxz1ZFrwOhpFsKygOD7iJJMm0rmCqgqG8USG1liYbl25YL7NT7MKChG5TUROi8iTnrEuEblbRPbpn52ezz4oIvtF5FkRuc4zfrmIPKE/+6RokSkiURH5qh5/UEQ2efa5SZ9jn4jc1LBvvUD87fef5fb7DwNOUhzAai0oUtkcfVU0yjEOYfOABuhqjhAOBuhpiRIKCJ3xSNU+CnORdlaZR9EcCSFSjelppkYRDeejkY4NTZHM5FjfFXe32766jWND0743ksERFOUva+PoNhoFFHa5c30Utihgw9l9ZJjDg1PsrVKDXoyki6ogN0dDJNI5N9w6nXXK/EdDgVlNT8dH8ianEyMzzU/jxvTUEgWYd/NTJRrF54Dri8Y+ANyrlNoG3Kt/R0S2AzcCF+p9/k1EzBPhU8DNwDb9Msd8OzCslNoK3AJ8Qh+rC/gQcAWwE/iQVyAtNRLpLOOJDIcHHWFwctSJ6FnZFuOcXiff4cDARMXHm04X+ijAERTgCJ8VLVECAanaR2Eq0FbrzA4EhJZIqKJ2qNMpf43C5FU0RYKuIC3QKFY7Zqj9p0s/ZNKZ2U1PIVejCLpCyqtReMNjbd/sxjIw7kTs7CvzP1wquKangNEonHtxssh0aQRFOVPmiZFp9/3JsekZn48n0rTGQu49fmaeI59mFRRKqZ8CxbUTXgd8Xr//PHCDZ/wrSqmkUuoQsB/YKSKrgTal1P3KufNuL9rHHOtO4BqtbVwH3K2UGlJKDQN3M1NgLRnMDXJkcBKlFP2jCTrjYWLhIFt0+esDpycrOlYqkyOTU07UUzQvKLqbndXGZRs63UqpLdFwlT4KZ7Vuai5Vg8kSn41E2t9HEQ05Y15twzizAXpbHUd9udVUOpcriKLyI2/iCrnnznpCZL31epZb5NPodJpDZyq7Dmvh9LizANh3qvJF0WLFmDmNb8sVFPoeMNdONOT4KMpqFMPT7uLJT6OYSGZoiYZY0aJNT4tQo/BjpVKqH0D/NGVG1wLHPNv16bG1+n3xeME+SqkMMAp0lznWDETkZhHZJSK7BgYGavxKc8sZnXY/lcoyMJHk5GjCdTx3Nkfobo5UrFGYzOGmSMg1+UBeo/jway/k02+9HHDspqlMruIIHmPWqdZHAabUeGWmp0KNwrkMjUYR9wiRtR15jcJoOUbr8SOdVa4gKEUomD9PUL9Pe01PnjIky60nxb/9aD9v+NR9riY1OJFkz7GRhh3fFKvcf/psERT5a625pKAIOoKizLV0YmSai9e2EwyIb+ST66MwpqfFplFUid9STpUZr3WfwkGlPqOU2qGU2tHTU3nF0/nEaBQAh89M0T+aKAhlPaenpWJBMZV2LsR4JOiafMCpJFtM8SpnNoYnU8QjQXd1Xw2mnMiPnz3NGz99X8lOXNOp2X0U4Djnmz0ak/GbDE+VFkaZ7OwahTlfcyRI2GgUHtPTdCrrCpvl5tAemXL6Mpvr9Z9/uJ83ffp+t51svZw+i0xPxRF25l4zGrxZnEWM6anMtXR8ZJp1XU2sbI1yYrTQ9JTNKaZSWVpjIZojjtBZjD4KP05pcxL6p8kS6QPWe7ZbB5zQ4+t8xgv2EZEQ0I5j6ip1rCXDn935ON9+3JmyN+3+8OAkJ8cSrPIKit5mDgxUpvKbqByz8jZJd34O6BYdFTWRzHBkcJJHjw6XPfbIdLomsxPk26H+yw/38/DhYfehUEwinSvMzA4Wmp6MoPD6J8D5vpFQYBaNYnZndthjenKd2UWmJ6NRLbcQWSPczbW4t3+MVDbHPXtP1X1spRSnxxNEggFOjSXLBiUsBVKzahR5H0U5jSKdzXFqLMHajiZWtcdmaBTGx9gSDSEirGiOMLjYop5K8C3ARCHdBHzTM36jjmTajOO0fkibp8ZF5Ertf3hb0T7mWG8Afqj9GN8HrhWRTu3EvlaPLQmyOcWdj/TxvSdPAnmNIhgQnjs5ztBkitVthRrF0GSqorA31/SkH6itsRBtsZBbc8ZLiydj+m++u5f3fGVP2WPXUjnW0BoLc2Bggl1HHGHk17Ixk82RyuYKM7OLwmNjESMo4gX7igid8XDZVpCV5FG4zuxocEZ4bDrr+H+MsFxuPoqUKygc7XafNhHd9WR/3cceT2ZIpHNctqEDWPrmp3QmR8SjvZoMbFdQaA0iGg7o8Fj/RcfJ0QQ55ZhZV3c0uYEcBlPnqU0v+rpboq4pe76oJDz2y8D9wHki0icibwc+DrxSRPYBr9S/o5R6CrgDeBr4HvAupZT567wT+CyOg/sAcJcevxXoFpH9wPvQEVRKqSHgo8DD+vURPbYkGJxMks0p+oYdNdIU7Vvf2cSDuq/CqiLTE8DBCsxPeY3CEQJOIk7Ud1s3vyGZ4blTE5weT5SN5BmZStWlUXjLjPutehL6wesb9aRNT3GjUXQ1UUxnPFLW9FRJHkWrrlDb3Rx1z53VPgrjyDb+kOWWnW00ioMDkwxOJBmaTNEaC/HT5864D6xaMf6JF29dAcCBpS4osjk3hwKgNWq098ISMNFQkEiwtDPbRDyt6WhidVuMfp10ZzABIsZysKIlsvgEhVLqzUqp1UqpsFJqnVLqVqXUoFLqGqXUNv1zyLP9x5RS5yilzlNK3eUZ36WUukh/9m6tNaCUSiil3qiU2qqU2qmUOujZ5zY9vlUp9R+N/vJzibkpjKAYGE/S0xJlY3czT51wsotXe7KojaCoxE9h+mU3RZx/39beFs5f1eq7rdEohiaTHBmcJJHOle0ZMTKdprO5RkGhz3XRWqcuk9/K32hDMd+op3x4LMzUKEALirIaxeymp97WGN/+g6u47sKV7rlNTLyZnymKWE6jUErx5994ggcODpY931zyj/c8x999/5mGHc88zA6emXC1id9+8WZS2Rw/3Otfh6hSTMTT8zd0EgsH2Hd6nKdOjPKuLz5Sc4/0haRYe52hURSZnkpdS8YnsbbT0SgS6ZwbfQj5agdm0dfTGi3wec4HNjN7jjA3xZmJJIl0ljMTSXpao2zqjmP8pl6NYm1nE5FQoCI/Rd705Fw4n/hfl/Cvb3m+77bGbvp436h73nLmrVoqxxratCbyrqu3AiU0iqLuduDNoygMjy32UYAT2TVb1JNfV7titq9pIxQMuNsaZ7b52xqNolyf44NnJvnig0f5UYlCbvPBz/ad4SfPNS7SzwjMAwMT7DvlOJzf9IL1rGqL8Z0n6jM/mYfbqvYoW1a08NSJMd77lT1854l+Hji0cMK2VpIZfx/FRAlndimN4rheTK5pb3IDXLzmJ9PK2FRh6G2NcWYiRa6KSg71YgXFHOHtWd03PM3ARJIVWqMweAVFMCCcv6qVX+w/M2uSV7EzWyQfy12MWYV4QxxLqa21Vo41vOaS1fzZ9edz7YWrCEgJjaKsoHAux/NWtbK2o4kLdcVYLx3x8Kymp8gspicvxQl3rulJC71yIY336XIsk1X2+2gkk8lM1a1uy2G+b9/wNE8eH6M1GmJNe4xXXbyKnzw3UHW3RC/mnuhpjbFtZQv3HRhk3+kJRGDX4SVjVXYpvtaioQChgLh/oxnhsaUExUiCruYITZGg+0zo90Q+jXuc2eBoFNmcYqjMgqnRWEExR5wqEBRTnBnXGsUKx5zSGgsVJMsB3PiCDTx1YmzW3tBT6UJBUQ5zjsc8gqKURlFr5VjDxu5m3nn1OQR1+RC/CzmfA5K/9ExJDeOjOH9VG7/4wMvdBDsvnfEII1OlV1OZrCrbi6IY49g2ZReKfRTlQhrvP3AGgMnkwplNptPZqvuNlMM8zJSCe585xdaVLYgIr754NalMrmQZ7Eo4PZ4gGgrQFguxrdcxtf7qZWu5ZG07Dx8uH423GCk2c4pIQQXZwszs0rWejo9Mu/lCa7Q52qtRGEFhGiD1tjr+yPk0P1lBMUecHk+4K+V9pyaYTGULNApvDoXhV5+/ls54mM/+/FDZY0+7PorZBUU8EkTEEQKmtHepGOxaK8f60dUc8c0eNQ/iWBnTUzk6myPkVOkqtcUOxtkIFmkUpnKsifwqdXPncsot8FhN0cVGM5nMNlSjSGdzrNLReGcmUpzb6/i+Lt/QSW9rlO8+Xrv56fR4kt62KCLCK7av5JXbV/IXr9nOjk1dPHZsZMmFIqezuRmRht7aat6op1IahVKKI4OTrNF9ZHpanQALX43C46MASoafzwVWUMwRp8aSnNPTTDgortmnpzXK+s44AaGgHLghFg7y61ds5J69pzhcpoxCcdRTOUTE1Sou3+iUyipVJ6bWyrF+dDaX0Ch8TE/Fzuyyx9VzK6V2p3OzRz15MdqHyaMwf9u86cn/4fXMyXHXBLaQpqepVIZUNuf6fuolnc1xnicwYttKZ+UfCAivumgVP3r2dM2C8fRY0tUSz1/Vxr+/bQedzRFesKmTZCbHk8dn74m+mEj5hGK3eDQKY8aLBLWPIpuboQnvOTbCkcEprtrmJAoHA8LK1ij9I16NIk0wIO4902M1irOHgfEEK9tirO1ocpPcVrREiIQCXLyug4t87O8Ab3vhRkIB4QsPHCl57OlUlkgoUNBCtBxGUFyyroOmcLBknZh66jwV090c8TVxJVzTk0+Z8UoERbPJzi4hKDLKLdJWCa7pqUR4bCnT033a7HTeytYFMz3lcsqdbz2+Ay/prKK9KcwarfFuW5kXGq+6eDXJTI4fP1ub8/z0eIKVbTPDuHds6gKWnp8inZkZYdccDbrXQ16jCLrXdrHP60sPHiUeCfK6S9e4Y2s6mujzFAk0dZ5Mj4q8RlFdV8x6sIJijjg9nmRlW4x1nXG3z7P5B3/tHS/kT649z3e/3rYYF65p59mTpUscmO52lWIExdaeFrpbSmd1jkw74+ZhXA+dzf5hrK7pKeSnUVRgejJlPEp8B8f0VL0zO1vkzG6fJeHuvgODbOlpZktP84KZnhKZLCbuoVHmp5R++G3R4drGlwDwgk1drGiJ8t0ao59Ojyd9/U4rWqJsWdG85PwUjump8FrzNi8qrh4LhYJidDrN/zx+gtdduqagr8yGrjh9Q/mWA6bEuCGuG5ZZjWKJk8spBsaT9LZGC0I8e3RSXCgYKBmlBKVX4wbTtKhSjG1z28qWslmdjdYohn2czq7pqUCjKCwKWI6uWeo9pbO56pzZelsTFppwo56c85SyKz90aIgXbummORoqm5cyl3g1mUY5tFP64Xfh2jZWtEQLfGnBgHD9RSu595lTVZffmE45vhSzWCpmx6ZOdh0ZmteQz3rxy9kp8FFkcgTEWYyYa9urof73o8dJpHO8ZefGgmOs64rTP5Zwrz1TENBLb2vU+iiWOkNTKTI5pTUKR1CI5Ku7zkbXLIJiOp2pyJFtMBrFOT0tZYWQcWY3wkfRpZ3OxQ8UN+HO66MwtZ7Cs1+OHToZsLRGoSoyYRWf22gUro+iuXStp8lUlolkhg1dcZojwYaZfarFm6TWqI5xTshngPdecy7f/oOXzGjJ+eadG0ikc9zx8LESRyjk4MAE/3jPc25Trt4SguJF56xgZCrNr37qPu5tQF2p+cCvXExLQdST091ORHxNT3fu7uPite1cvK694BjrO5tQyomGAt2LoihCcsU8J91ZQTEHnNL9sB2NwgmH7YpHKkoEAy0oplIl8ykc01Pl7c67miOs72qiORqiuzlSJuopXXPlWL9zwsyku0oS7srRGnV6SJTyUWRyOdecVAnFHe7Mw7dFl2/3Mz2Zh3JbU1hrFAsjKLxO9EoaRlWCMT15Y/q9XLimnZ2bu/j8/Ydnbd07mczwO7fv4h/v2ce7v/Qo4JhW/Xjt89bw0RsuYnAyyds/v4u9s7S8XQwUFwWEQtNTKpOPijLXtkngzOYUz54c50Vbu2cc13R1PKbNT4OTM3Obeq2gWPoYlbDXo1GUUrn96GyOkMqULrUxlcpWpVH8ybXn8f9+YwfgFBQbmvQXQv2jiZIrvmrpKuF0nk5nCQakIDKpmqgnEaGjRL0npVRFRQG9hIuinpym9Y5psFQ2rbekQnM0RDqrqg7t/MX+M3UXxfNeH41zZs8eXvzbL95E3/A0dz9dfuX/oW89xaEzk7zh8nU8q7O8S11fgYDw1is38l+/9yLA+fssFkqZw1KZmcmdRqNQyrkmzDVdrFGcGkuQyubY2NVMMRuMoBieIpHOcujMJOd6ggpg/st4WEExB5z20ShWlCja54exw5cyEU0kMjNU0XKs74qzXUdZdTdHSGVzvl3vDp6ZZPOKmRduLRinc7H2Mp1yKsd6TRrFmdmzH9u/gqzJhajG9BQMznRmG22nVJKU0ShaY2GatcCeqjLy6T1f2cOnf3Kgqn2K8WoyjTA9GUE7W+OnV25fxdqOJv7jF6Xzfe7de4o7d/fxBy/byv994/N4x0vPIR4J+pZl8bKqPcbG7jgPHFwcEVCjU2le8LF7+Oae4zM+8/NRNEdD5JRTSj+Zzrnm1OL+Jke1trDB0xPesLItRjgoHBuaZv/pCbI5xfmrZwqKiWRm3rRZKyjmAFOqoLctSm9rlHBQqtYooHQI6HgyXRAFUQ2muVHxA9wk/mxqkKAw5yn+DolMYdMi8JQZr1RQlKj3ZCqfVmN6cosCekxPxqwXKdHneMyjUcSL6vuUIpnJFtSTOjORrPsmb7Qz2zj0Z/s/BAPCG3es48FDQyUF1M/2nSEeCfKH12wD4AOvOp9H/uKVM5yyflyxuYuHDzfesV1L//NvP3GCwckUu3wisvy0rxZdGHA8mXZ9FJD3vxmN4uhgaUERDAhrO5o4NjzlmuAuWF0YTm+ix+ZLq7CCYg44NZ6gIx4mGnI60L3rZVsL4qRno0s7UktpFH5REJUf22grhRfY6fEkU6lswzWK4u+QSGULyneAN+qpMnNaZzxcQlA4D4JqTE/F4bFT6XwGe6muZN6SCiZQoFzkk1KKV//Tz/jHe54D8k7KRJ3d86bTHo2iAaYn8xCrJGHRPLhKFbF85uQY561qLfDLFS8QSnHF5m5Gp9M8UyZEvFqODU1x8Yd/4GbTV8rXdjsdnA8PFn7PockU6awqCPMGb/OiLMlMztUkzE9jyjw6NEUwIG5GdjHrdYjs3v5xYuEAm7oL78v5TrqzgmIOOD2WZKUnXvy9rziXq8/rLbNHIfmWnzMfhkopJhIZN+S1WowJ7EyRRnFIZ4I3SlDEwkGaI8EZgqK4XzbMbIU6G04F2Zkr2XQVD7r8uYt8FB7/TzQUIOlTFNBrejL5LOU0ihOjCQ4MTLoZ+qb/QL2ltY1GEZDG5FGkM+bvN/v/YavOr/DrKaGU4pmT4yVL38/GFVucBLwHG1hR9tuP9zORzPCjZyuvVXVwYIJHjo4QDgoHiwTiZ356EBF49cWrCsa9rYeTmax7TUf1NW801KNDU6ztaCoZ4LKuM86x4WlH4K5snZFc2+sp4/G9J0/y/adOVvy9asEKCs1kMsM39xx3H5j1cErXtKmV/Kp/5sMwkXY6sNVreip+gJuSIcUrl3ro9AnF9RMU1fooOnRPimJTQl5Q1JeZXeCjKKNRtBZoFKUf1CYz39ilXY2iztpG5pwrWqIN8VGYv18lJsCNXXHCQWG/T/+U0+NJRqbSnL/Kv/rAbKzrjLO2o4kHK/BTHBua4tpbfsL+WXpwmyTB3UcqT+r7xqPHCQi84fJ1nBiddiP2BieS3H7/YV5zyZqCzHXIC4qJZEabnvw1iiNDU75mJ8OGrjhDkyke7xudYXaCvEbxTP8Y77tjD3//g2cr/l61YAWFJpHO8p6v7HFbl9bDwFjCNwO1UtpiYYIB8XXYelezteCGrRYl3R06M0kkGGBNR3lnYzWYnA2lFKNaA5hOzfRRmFW56RA2G13xCJmcmrGKN1pBpWHIMLMo4HQ6P79SPgpv7R3jzyiXnb3n6AjglO5OZ3Nu/4F6NQpj7uptizZEo0hWoVGEgo45xC9yy9jVa9UoAK7c0s1Dh4dm9St8+/F+njs1wZceLJ3XcWxoiieOj9LeFOaJvtGKItRyOcXXHznOS7b1cOWWbpTKh6t+5mcHmU5nec81W2fs11ygUcz0UZi/8bGhKTZ0lxYU63V3x4lkxvfv2BWPEAwI//6zQ0ylshwdmqrJB1MpVlBounUZgWpWHH4opRjQTYpqJRBwekP7Fb4bKyo5XC3RUJDWaMjX9LShO15x/ahKMBrFp39ykJ1/cw+jU2kS6ZmhvddcsJLbf3tn2RvHi4kpHykyP1VjYze4/Sg8He7iHtOTX3js2LRTUsFbcLFcvadHtckpm1McH552TU/19uOeSjnaT3tTuCHhsWlPEbtK2Nrb4mt6Mr6FWjUKcMxPQ5OpWUOIf6xNSd967IRbKr4Yo038wcu3kspWVnywfyzB8ZFpXrl9patlHzwzSSKd5Qv3H+FXLlnD1t6ZD3Bv86JkOjtDo0hmcown0gxNpspqFOs93R39NIpAQFjREmE6naW9KUwinZvTTG0rKDxcvrGTR44O1yWZR6bSpLOq7nyEUi0/8xpFbYICHPPTDNPTYONCYw1dzRGODE7yT/c+RzKT4+CZCV/TUyQU4JfO7an4uG7obdF3MA/7Sh904K9RuKancOnwWPP3j5v2lyVMT6lMjiePj/I8nX17ZGjKLfhWv48iQzwSpDUabpDpqbrw4nN6WjgyNDVDmD7TP8aa9lhdGf7PW9cBwFMnSj/UxxNpdh8Z5tyVLZyZSPKLA4PsPz3OGz51X0Hv+e8+0c/Fa9t53aVrAdh9ZHaTlolK2tzd7EYCHj4zye4jw0ylsrz+srW++3lNT6msN+Eub3oqFxprWO/57HwfQQGO+SkSDPDBV53vzm+usILCw45NnQxNpjhY4g9easXixdRRqkejAH/7Pnjt47XfhF3NEQY9UU+5nOLw4FTjBUU8wlgi4z5sjw5N+QqKajlvVSsBYYaZ0JgUqjE9iQihgJD1hMcajScS9O9zPJ7IuGay2TSKZ06OkczkeK1+SB0ZnHRNT/X6KKZTWeLRIC2xUIPCY6vz8WztbSGbc8KqvTxzcrygVHktbOlpJhIK8HSZDO1f7D9DJqf4/355O22xEP/5wBFuvn03u44M8z3t3D0+Ms1jfaO8+uLV9LRG2dgdr8hqcEyXHFnf1UR7U5ju5giHBye578AZggHhBZu7fPczQSaTyYyTRxHK+7vA0SiOVSAoOuNhWqIh1nY0uQUqi/mdl2zhr2+4iBee42R3Hxmc8t2uEdQsKETkPBHZ43mNich7ReTDInLcM/5qzz4fFJH9IvKsiFznGb9cRJ7Qn31SdDaWiERF5Kt6/EER2VTXt50F069ht0/M9P0HBrn8r++ZtcaNCVerV1B0xf1zBYobrddCd0u0II/ixOg0qUyuoY5sgC7tOP+9XzoHcGz006kcsSqyyv1Y3xXnVRet5osPHGHMs5L+8kNHCQWEc1e2lNl7JqGg5E1PHh9FNBwg5eujyFfzjIYCBKS0j8JEOl134Upi4QAHByY5qRMy69YoUhmaIyFaY6EG+ygqM92ZyCeveSiVybH/9ETJVXClhIMBzlvZytNlNIofPztAazTEC8/p5pcvWc3dT5/i6NAUXc0RHtZdIn+q+4m/4gIn6vDyDZ3sPjIyq9Wgb2iKgOD67DataObgwCT3HRjkeevaZ3SnNJhinY/1jTKRzOQT7vw0ijKmVhGnNfLz9TPJjxsuW8ubXrDeiZ4KCEeGFqFGoZR6Vil1qVLqUuByYAr4hv74FvOZUuq7ACKyHbgRuBC4Hvg3ETFPjE8BNwPb9Ot6Pf52YFgptRW4BfhErfOthC0rWuiIh9lVpJre9UQ/N932EKPTafb0jZQ9xoDWKKrJxPbD0ShmmhOKG63XdOyiPITDZ5wL17RpbRQvP7+XX9uxnve+YhsrWqIcHXRKEtSrUQC846XnMJ7M8KUHjwJOq9evPHyM33zRpoK+5JUQCgTyHe7ShT4KP41iLJF2//5u+8sSpqdHj47Q0xplbUcTG7uaeejQENmcY5pMZmY2sqkGU8qlNRpiIpWpO0GtWh/Flh7n7+wVFAfPTJDJqboc2YYLVrfydP+Y70NdKcWPnx3gxVtXEA4GeNOO9YSDwl+8ZjvXX7SKXYeHyeYUP993hlVtMVeoPX9jJ2cmkhwbmp5xTC9Hh6ZY3d7kalebVzTz7KlxHu8b5UXnrCi5XyAgbFnRzHce72d0Ou1qA0ZQJDNZjgxO0RkP0zbLPXzrTS/g4796cdltwNGg13Y2cXgONYral6WFXAMcUEodKa426eF1wFeUUkngkIjsB3aKyGGgTSl1P4CI3A7cANyl9/mw3v9O4F9ERNQcufcDAeHyDZ3s8qimTx4f5d1ffpRL13cwMpVy1cZSNEyjaA67Zbq9JckboVG0xsIFpopD2nSwZUV1K/HZOH9VG594wyWAo8IfG26M6Qng4nXtvHhrN7f9/BDrOpv4zE8P0t0c5T2v2Fb1sYIBIZPNkc7mSGeVJzy2tOnJG0zQHAmV1SguW9+BiLCxO87dujLqOT0tnB5Pkszkqqrb5WUqldUaRRilHA2jngVENeGx4PRFWNvRVBAiWyqTuBa2r27jjl19bm8XL3v7xzk5luBl5zu+rcs2dPLoX15LSzTEN/cc50sPHuWpE6P8fP8ZXrl9pVsyxlgNHjg0WHZFf2x42o08AkdQmOCJF50zs5Cfl7veexXHhqY5OZrgkvWObyoYcEycRqMoZ3YyVOPj2djdPMME2Ega5aO4Efiy5/d3i8jjInKbiBjdaS3gtdv06bG1+n3xeME+SqkMMArM+C+JyM0isktEdg0M1NZ9y3D5pk4ODkzqzMscf3rn43Q1R7jtphdw3qpW175cioHxJBHdQL4eOuMRsjk1w6Rgop5aqqgeW0xrLMRkKl9S4vCZSZrCQd/uY41ifWecgwOTZHOq5gdjMe+6eiunx5O8+0uP8njfKH/xmgtqelCGg0LG0y0u5smj8C8KWFhCpTkaZNLHjDSZzHDozCQXrXUeFptWNLuNhs7pdVbj9bQwNc5sYxev1/yUqiI81nBOb0uBRvGdx/vpao40xN+1fY3zd/MzP33tkT7CQeGaC1a6Y8Yc9ALdMe+2nx9idDrNVdvyGsD5q1pZ1RbjnlkKGh4repgbs2wkFChrDgLnutna28JLtq0o0BoioQC7jwzzeN9ogbO6EWzqjnNkcO5CZOsWFCISAV4L/Jce+hRwDnAp0A/8vdnUZ3dVZrzcPoUDSn1GKbVDKbWjp6fy6Bk/dmx0LrJ//dF+/ua7e9nbP8Zf33AR7fEw6zrj9A1Pl1XxB8aT9LREZ9TxrxY36a7ITzGeSNMSDZVtfDQbLUX1iQZ1OG+9cy7Hhq64a5uvtJTDbLxo6wru+8DL+cEf/RI/e//L3KiWagkGhGxOuT6DgszsIh+FUk7+hlcgNUf9NYrndMVU49j1PnjO0R3kpusQFKbToRFa9YbI1pKwuLWnhQMDE4wn0hw6M8m9z5zmN67cWNUxSmEK4RU7tBPpLF97pI9rL1zla+Jd09HEus4mvvnYCQBevDUvKESEay9cyU/3DZT0ESXSWU6PJwtCVI3gu3xDZ83XbzQU4MFDQ3Q3R3jHS8+p6Ril2NAVZzyRKdnQq14aYXp6FfCIUuoUgPkJICL/Dnxb/9oHrPfstw44ocfX+Yx79+kTkRDQDsxpWclL1rVz7soWbv25Uxnzly9ZzXUXOmn66zubSGWdeGW/Wv1A3TkUhs7mfAa1d3VW3BaxFswqZzzh2FDHEhnamhplhfTHq8Y3wvRkaESCYCgQIJ1VbgKb8VFEtOlJKeUK0clUlpyi4O/VHAn5Vo991s0ncB54ZlXaGQ+7C4F6NIqpVJZ4NJ8dXm+IbKrK8FiAX3neaj533yH+8ptP0RoLEQ4EeOuVG2ffsQLaYmE2dMVdjcL8H77/1ElGptK8ZeeGkvvu3NzF1x85zoVr2mYIk2u3r+L2+4/ws30DXHvhqhn79rkRT4WCojkSdE1dtfC+V54LItz4gvUNEaRezLV1ZHCy4gZp1dCIp8Ob8ZidRGS1Uso01X098KR+/y3gSyLyD8AaHKf1Q0qprIiMi8iVwIPA24B/9uxzE3A/8Abgh3PlnzDEwkF+8Ecv5eRogqf7R7lic97StU5fOH3DU6UFxXiyIWpll6c39PBkimBQaIuFZ5g9aqHYVDE2nZ7VsVYv3r9JcVHAhSYUdMJjTUmMpnA+okkpJ8fCRAL5ZcY3R4OcGJnZ6P6Zk+PEI0F3ZbpR28TXdDS5q9L6NIoMzZGgO5d6TU+m1lM1eSiXbejkPdecyy33PEcwILz+srUNWSgZtq9u46kTo3zuF4e45Z59vPXKjTxwcJANXXFeuKW0r+AKLShe4jE7uZ9t6aI1FuIHT5/yFRTG0V14zQb50Z9cXddD+K0v3FTzvrNhAlGODE5x2YbyprFaqOuOFZE48Erg657hv9Whro8DLwP+CEAp9RRwB/A08D3gXUopc5e8E/gssB84gOPIBrgV6NaO7/cBH6hnvtWwqj3Gy89f6WZaQj5b0sRY+3GmQRqFuSAHJpK84dP38f7/ehyor3KsodhU4Thn51hQeNT4RmoUjSAY0D6KIo3CG/tu8AsmKNXl7pmTY2xb2eqaCdd0NBEOOiWkjaCotYJsLqd01FPI9YfV7aMwpqdQdSbId73sHF6wqZNsTvH2l2yuaw7FbF/TxuHBKT78P0+zoiXCv/xoP7uODHPjzvVlza8vPbeXTd1xfuWSmVWbw8EA15zfy717T3FsaIovP3S0IMzahK96tWBwGpFVk6Mzn6zrjCMys8pto6hraaqUmqLIuayUemuZ7T8GfMxnfBdwkc94AnhjPXNsJKbpSqnQukw2x+Bkqu7QWMgLiv984AgHBiYJiFnRZtzCfrXS6jE9gRPuOdemp9XtMUL6gdwoH0WjCAcCZHxMT259nnR2hnnHK6zjkRATyZm+jGdPjnPt9vyKNRgQfv2KjVy2ocMVlrWankyyXnMDndnVhscaQsEAn33bC9h7cqwh0U5edurEtt976Rb+7LrzefjwEP+950RZsxM4C70f/+nLSn5+7YWr+O89J7jqb38EOJWaf/9qp3bTsaEpYuEAPQ24j+eLWDjI6raYm1HeaOb26XCWEQsH6WmNujbMYpwCePWHxoLzsIqEAm4Jg/5Rx7QxkczU3Vwo/9DLm57q1VJmI6QLDh4dmlq0GsVUkTPbW5/HMOajUbREgzM0ioHxJMNT6RkZyh9+7YUAPK7zcWpNujOZ4PFoyP3fmRybWnGjnqrwURja42GuLGMKqpUrt3Sz5y9fSYc2xV6xpZsrGnCel53Xyy9fspptvS1849HjToLe1c5nx4anWN8Zn9PgjrlgQ3d8cWoUy5H1nU0lNQpTlKsRKxERoSse4eRYgss2dPDo0RHGEumG+Ci8popMNsdkKjvnpidwVPmjQ1MNC49tFE54bM5tBGQqwrpdyXxMT97w53gkxFQqSy6nuGfvKc5f1ebesKUSz1yNosYyHkYwxcNB4uEg0oCeFKkaNYq5xgiJRtIUCfKvb3k+AKfGknz7sRNkc4pgQDg6NN3w8NX54N0vqz6HqFIW1xWxBFjfFS/poxhoUJ0nw8r2GNt6W/jNF20CoH8kwVgDop68pgr3wTfHpifIh4cuRo0im/MxPfn4KMamZ5qejIY2OJninV98hN+9fRdPnhgFKFnzyHVm16hRmLk2R50uii3R+st4pDPVdwg8G7hicxfjyQx7dRZ4X4UJcYuNl2xb4eu8bwRWo6iSdZ1NfPvxfjLZ3AzHlsnKrrdyrOGWNz2PaDhIv642enhwklQmV/fqvykcJBgQJpJpzwp57jWKddqhvdh8FCHtoyjOo8ibnvIPcz9ntqkgu+uwU57j2VPj/NuPDrCiJUp3Ce3SdWbXWGrc1Si09tPaCEGRzREMSENLzS8FjB/koUNDjsBNZpakoJhLrKCokvWdcbI5Rf9oYoZ6agRFI5zZAFt6Cktq7NMJXKUKklWKiLiF5Ey0R1uJCpWN5PqLVnFgYILVJUKLF4pQUEhnc3mNIlzozC40PeWbFhnM/+OBg07rzhdu6eb+g4Ncur6j5DlNX+5EnRqF2/QpFq7bR5HO5qrq5XG2YBL0Hjo0xN7+MaKhAL98yeqFntaiYnnpmA3ACAc/89OZiSSt0VDDbfArW6MEBJ495ZRKqNf0BM7DbSKR8ZhS5n7NcE5PC//wpksXXYih15kdCQbc+ZUKjzVNiwxmVf/AwSF6WqP881suY0VL1K0r5Eeszqgn15mtz93SgAqyyUxu2ZmdDDs3dfGL/Wf4+qPHecsVG2bUllruLM+rog5MPkCfT82ngfEkKxqYbGQIBQP0tsZ4Tmf6NiJCqTXmZGS7GsU8mJ4WK+GgMT1lCoS8t+KnwS+YoFmbnp49Nc7Fa9tZ0RLlZ+9/Ge+5prRzMRwMEApIzQl3xvRkzr2iJeJGxtVKOpuruG/52cZO7acIBYR3Nri8xtnA8rwq6mB1R4yAOPXqizF1nubqvAfPNE6jcExPacam58+ZvVjxahRxj6DwdiUzeJsWGZo9BRov1gUAmyLBWetxNYWDNSfcFYfyXrKug0NnJhnx6WFSKY7paXk+EkzI7a9fsZFeq03MYHleFXUQDgZY2RbjhM/qrVF1nvxY097ktqpsiKCIhphIzq+PYrFiOtxNFfXzjoZm5lH41dryZu8bQVEJ0XCwfo1CC6nLtD/ENEqqhdQyNj1tXtHMV26+kvdff95CT2VRsjyvijpZ09HEiREf09NYkhV1Zk2XwusAboSZKO/MziBSX9nypU4omI96ivuZntLehLuZyYnG/ANOn4xKaYoESNbpozBO9UvWdyBSn6BIZ9WydGYbrtzSvegi8hYLVlDUwJqOJo4XCYqxRJrxZKYh1Uz9WO05bkOc2TGtUUzXX7Z8qRNyTU8Z4uH839Z1ZmcLNYriXiNGo+htjVblBI2FatcoTAMo839riYY4t7e1Po0imyMSsg9Ky0ysoKiBNR0x+kcSBX0p+nS29rrOuYm/XuPRKOoNjwXHme34KOa+cuxix3S4m04Vmp5MCOueoyPu/9rPmW3CaS+pQpsAx79QbdTT13b3ccfDx5hMZgo0GYBL13ew59js/aBLkc7miCxjjcJSmuVrb6iDtR1OX4ozk0l6W50HuKn/ZAoHNhqjUcQjwYaEl7bGQqSzioGJ5LL2T0C+w91UKsuajvzDtzUW5m0v3Mjt9x9hdDrN89a1M56cWb03FAzw/A0dvHL7yuJDl8VPo/jDLz9Kd0uED/3Khb773H7/YZ48Mca23hY3NNZw2YYOvrrrGIcHp2rqMLecfRSW8lhBUQNr2p2H9omRhEdQzKxh39hzOudpVL5Dq9ZKToxMNyxBcKniLeFRnAPzV6+9kC0rmvnod/Zyz95TnNPTzEvPm9m85uu//+KqzxuLBN08FnAqzt679xSTqSyvv2wtF69t51bdE/z6i5wEMNPC9pmT4zPqSF26oQOAPceGaxIU6WyuqqZFluWDFRQ1YPwQJ0am3ezbvuFp4pEgnVU0RK+GFS1RwkFpiNkJ8rkYx0emZ2SALzecDnc5FBQ4s8HJYv/NF2/m1ZesJhoK0t5A7SsWCnDao1GcHk+6vbc/8j9P88rtK/k/dz3DVdtWuIJiSpeXODo0NWOu23pbaY4EefToCK+/bB3Vksoq4ousqZRlcWAFRQ2s9QgKQ9/wFOs6m+asNHEgIKxsizWsHLjRTBLp3LxkZS9mQlqjSGUzM8w5BqM5NpJiH8WBASdP5leet4b/eewEu44MA/mcCUBrG6tojYVm/N+CAeF56zvYrferFmt6spRieT8haqStKURzJFgQ+XRseHrOHNmGHRs7iTdIo/BqJsvemR0U0llFKpub18q2xT6KgwNOafL3X3cep0YTxKNBBAoyrqdSGeKRIH98rX+8/5VburnlnucYnky5fdcrxTE9WWe2ZSZ2+VADIjIjl8JoFHPJP954GX/z+osbciyvZrLsndmBgNuLodicM5c4GkU+9PbgwCSxcIC1HU185eYr+dxv7aQzHnFb1qYyOdJZVZDgV8yLt65AKbjvwGDV83GinuwjwTITe1XUiCMonJXe6LRTrnv9HGsUjcRrtijOC1hueMtqz6egiIYDBRrFoTMTbF7RQiAgbn6E04/b2SZfWrz0HJ+3rp3WaIif7z9T9Xys6clSCntV1IhXo5jr0Ni5oEBQLHeNwpM70DSPGepN4SCpTM7N0Th4ZpItPYXRSvFo0NUojKO7ucwcQ8EAV57Tzc/3D1Q0h0eODvPfjx4HdK0nG/Vk8aGuq0JEDovIEyKyR0R26bEuEblbRPbpn52e7T8oIvtF5FkRuc4zfrk+zn4R+aRoj7CIREXkq3r8QRHZVM98G8najhiDkykS6awbGjvXPopGUuijWO4aRf42mE+NIuZph5rMZDk2NMU5RWGtLZGQNjnlmNICIx4tP8eXbF3BsaFpjg76d2I0pDI5/vDLj/LRbz/t/m5NTxY/GnFVvEwpdalSaof+/QPAvUqpbcC9+ndEZDtwI3AhcD3wbyJirvhPATcD2/Trej3+dmBYKbUVuAX4RAPm2xC8IbJ5QbF0NIpQMOA6bpe7MzsU8GoU8+ijcHtS5Dg6OEVOweYijcL4I6aS2Yo0CsBth/mzWbSKLz90lL7haYanUuRyinRW2TwKiy9zcVW8Dvi8fv954AbP+FeUUkml1CFgP7BTRFYDbUqp+5VTe+D2on3Mse4ErpG5ij+tkrygSHBsaIrmSJCOOcqhmCuM+Wm5m55CHtNTfD6jnnSJkOl0loNnnIinLSsKc1pMmY6JVIbJ5Ow+CucYzaxuj/HzfaX9FFOpDP/8w/2IQE7BeDJDapl2uLPMTr2CQgE/EJHdInKzHluplOoH0D979fha4Jhn3z49tla/Lx4v2EcplQFGge7iSYjIzSKyS0R2DQxUZputl7VFGsW6zvic5VDMFS1GUFiNwn1fKo9iLvB2uTOhscU+irxGkRcU5aKewInKu2JzF48eHSm5ze33H+HMRJI379wAwNBkimxOWWe2xZd6r4oXK6WeD7wKeJeI/FKZbf2eoqrMeLl9CgeU+oxSaodSakdPz8zyCnPByrYYkVCAz/78IE+dGGV919IxOxlMiOxybloEFNTOmk/TkxEU06ksBwcm6GmNzixhrgXXRDIzo092OS5c087JsQRDk/6NjH763AAXrW3jmvOdddzpMSeCz5qeLH7UdVUopU7on6eBbwA7gVPanIT+eVpv3ges9+y+Djihx9f5jBfsIyIhoB0YqmfOjSISCvAvb76M8USG/tHEknJkG4wTu1FlQZYqCxUeawRFMuOYnvzqMxntYTKZZTJVmUYBcMHqNgD29o/N+Ewpxd7+MS5a005H3EnKOz2eBLDObIsvNV8VItIsIq3mPXAt8CTwLeAmvdlNwDf1+28BN+pIps04TuuHtHlqXESu1P6HtxXtY471BuCHqtYaynPAtReu4t4/fikfveEifvvFmxd6OlXTEnUyzBtRjXYpE1ogQWGc2VOpLM+dGmdb78yaW8ZHMZnKMJWsXKO4YLVTMPDpEzMFxenxJMNTac5f1erWJjulNQprerL4Uc9SciXwDW2XDwFfUkp9T0QeBu4QkbcDR4E3AiilnhKRO4CngQzwLqWUyTZ6J/A5oAm4S78AbgW+ICL7cTSJG+uY75wQj4R465UbF3oaNbGus2lJakKNZuFMT855952aYDyR4cI1M/tZGNPTZDLjahSV+FG6W6KsbIv6ahRP67ELVrfRqTWKAaNRWNOTxYeaBYVS6iDwPJ/xQeCaEvt8DPiYz/gu4CKf8QRa0Fgazx9fex6/f/XWhZ7GgmM0imBA5tX0YjSK3UedIn4XrmmbsY1rekplmUpliYUDBaaycmxf3eYKBS/P9I8DcP6qNlpiIUTypierUVj8sFfFMiYWDlZdOO5sxAiKeDg4r5Frxkex+/AwwYBwXlF/CfCYnnTU02w5FF4uWN3G/tMTJDOFzZH29o+xtqOJ9niYYEBoi4U5PW5MT0srcs8yP1hBYVn2mDyK+TQ7QV5QnBxLsLWnxf3dS1M4SEAcQTGVys6ale1l+5o2MjnFvlMTBeN7+8dcHwZAZzzMqTHrzLaUxl4VlmWPKeExn45syPsowN/sBE5ORHMk5EQ9ValRbNeRT17zU0In952/Kn++jnjEhsdaymKvCsuyJxwwGsX8hgl7NYjtJQQFOLWdXI2iCmG2sbuZpnCwwKG9//QE2Zxyw2fB0SjGEo6j3PooLH7Yq8Ky7DHO4eZ51ijCwYDrH/GLeDI0R0NMppyop0pyKAzBgHD+6lae8oTI5iOevKanvJ/KCgqLH/aqsCx7FspHAfnIp3IahWN6cvIoqjWPXba+k8eOjbgtV/f2jxELB9jYnU/u6/AICmt6svhhrwrLsie0QD4KgGg4yPquJtrLFGZsjgbdzOxqfBQALz2vh2QmxwMHB1FK8ZPnBnj+hs6CENtOTzFL68y2+GGvCsuyxzw057MgoKEjHuaSdR1lt2nRpqepVLYq0xPAFZu7iIYC/OS5AZ47NcHBgUledfHqwjl4QqTDtme2xYflXeTHYiFvl18I09Onf+P5s1bvjWvT02QyU1V4LDgO8xee081PnhugLRZGBK67cGXBNlajsMyGvSosy56gJ+Fuvtna20pvW6zsNs3REGOJDMlMrmrTE8BLz+3h4MAkX3roKDs3ddHbWni+jibrzLaUx14VlmWPm5m9ABpFJTRHgm658Frm+NJzndL7A+NJXl1kdgIKGm5ZZ7bFD3tVWJY9+ainxWmJ9folqvVRAGxe0cz6riZE4PqLVs343FvGxWoUFj8W551hscwjCxn1VAnefiG1zFFE+K0XbebAwAQrfcxcnVajsMyCFRSWZU9va5TfvWozLz+/d/aNFwCvA7sWHwXAb7+kdL+UpnCQSChAKmN7Zlv8sYLCsuwJBIQ//+XtCz2NkhRoFFVGPVWCiLiFAcMBq1FYZmKvCotlkePN76hVo5iNzniEcFAIVNjrwrK8sILCYlnkNHtNT3OgUYAT+WQd2ZZS2CvDYlnkFDqz51KjsI8Diz/2yrBYFjnzYXra2N1Mb2t0To5tWfrULChEZL2I/EhE9orIUyLyHj3+YRE5LiJ79OvVnn0+KCL7ReRZEbnOM365iDyhP/uk6H6UIhIVka/q8QdFZFMd39ViWZJ4NYq5KjPy3lds47/e8cI5ObZl6VOPRpEB/lgpdQFwJfAuETGhI7copS7Vr+8C6M9uBC4Ergf+TUTMVf8p4GZgm35dr8ffDgwrpbYCtwCfqGO+FsuSxEQ6RYKBOctziIWDBeXGLRYvNV91Sql+pdQj+v04sBdYW2aX1wFfUUollVKHgP3AThFZDbQppe5XSingduAGzz6f1+/vBK4x2obFslww5qa5CI21WCqhIcsTbRK6DHhQD71bRB4XkdtEpFOPrQWOeXbr02Nr9fvi8YJ9lFIZYBTobsScLZalQjAgNIWDc+afsFhmo25BISItwNeA9yqlxnDMSOcAlwL9wN+bTX12V2XGy+1TPIebRWSXiOwaGBio7gtYLEuA5mhw0ZYYsZz91CUoRCSMIyS+qJT6OoBS6pRSKquUygH/DuzUm/cB6z27rwNO6PF1PuMF+4hICGgHhornoZT6jFJqh1JqR09PTz1fyWJZlDRHQ8RrKAhosTSCeqKeBLgV2KuU+gfPuLeO8euBJ/X7bwE36kimzThO64eUUv3AuIhcqY/5NuCbnn1u0u/fAPxQ+zEslmVFPBKi2WoUlgWiniXKi4G3Ak+IyB499r+BN4vIpTgmosPA7wEopZ4SkTuAp3Eipt6llMrq/d4JfA5oAu7SL3AE0RdEZD+OJnFjHfO1WJYsv3HlBmt6siwYcrYt0Hfs2KF27dq10NOwWCyWJYWI7FZK7fD7zGZmWywWi6UsVlBYLBaLpSxWUFgsFoulLFZQWCwWi6UsVlBYLBaLpSxWUFgsFoulLFZQWCwWi6UsVlBYLBaLpSxnXcKdiAwAR+bg0CuAM3Nw3EZh51c/i32Odn71s9jnuJDz26iU8i2Wd9YJirlCRHaVylpcDNj51c9in6OdX/0s9jku1vlZ05PFYrFYymIFhcVisVjKYgVF5XxmoScwC3Z+9bPY52jnVz+LfY6Lcn7WR2GxWCyWsliNwmKxWCxlsYLCYrFYLGWxggIQkZiIPCQij4nIUyLyV0Wf/4mIKBFZ4Rn7oIjsF5FnReS6hZqfiPyBnsNTIvK3CzG/cnMUkUtF5AER2SMiu0Rkp2efeZ2jPmdQRB4VkW/r37tE5G4R2ad/di6y+f2diDwjIo+LyDdEpGMxzc8zvqD3SLn5LZZ7pNQcF9s94otSatm/AAFa9Psw8CBwpf59PfB9nCS+FXpsO/AYEAU2AweA4HzPD3gZcA8Q1Z/1LsT8ZpnjD4BX6fFXAz9eqDnq874P+BLwbf373wIf0O8/AHxikc3vWiCk339isc1Pjy34PVLm77do7pEyc1xU94jfy2oUgHKY0L+G9ct4+W8B3u/5HeB1wFeUUkml1CFgP7CTOaLM/N4JfFwpldTbnV6I+c0yRwW06fF24MRCzVFE1gG/DHzWM/w64PP6/eeBGxbT/JRSP1BKZfSvDwDrFtP8NAt+j5SZ36K5R8rMcdHcI6WwgkKj1cE9wGngbqXUgyLyWuC4Uuqxos3XAsc8v/fpsXmdH3AucJWIPCgiPxGRFyzU/MrM8b3A34nIMeD/Ah9cwDn+I84DLecZW6mU6gfQP3sX2fy8/DZwl36/KOa3mO4Rv/mxyO6REnN8L4vnHvHFCgqNUiqrlLoUZ8W2U0QuAf4c+EufzcXvEHM4Pb/5XQSEgE4cE8+fAneIiCzE/MrM8Z3AHyml1gN/BNyqN5/XOYrIa4DTSqndle7iM7Zg8xORPwcywBfNkM9m8zo/EYmzSO6RMn+/RXOPlJnjorhHyhFaiJMuZpRSIyLyYxy1bzPwmHNdsQ54RDua+nDssoZ15NXF+Zrf9XoeX1eOQfMhEcnhFBVbsPn5zPEm4D36o/8ir3LP9xxfDLxWRF4NxIA2EflP4JSIrFZK9YvIahxtaNHMTyn1GyJyE/Aa4Br9v14U8wO+wOK5R0r9fxfTPVJqjr/C4rhHSrMQjpHF9gJ6gA79vgn4GfCaom0Ok3fUXUihk+kgc+vM9p0f8A7gI3r8XBw1VeZ7frPMcS9wtR6/Bti9EH/DorleTd6R+HcUOrP/dpHN73rgaaCnaJtFMb+i8QW7R8r8/RbNPVJmjovuHil+WY3CYTXweREJ4pjj7lBKfbvUxkqpp0TkDpwbOAO8SymVne/5iUgEuE1EngRSwE3KucLme37l5jgC/JOIhIAEcDMsyN+wFB/HMUe8HTgKvHGRze9fcB4Ud+tV+wNKqXcsovn5sojmdxuL5x4pxe+yuO8RW8LDYrFYLOWxzmyLxWKxlMUKCovFYrGUxQoKi8VisZTFCgqLxWKxlMUKCovFYrGUxQoKi8VisZTFCgqLZR4QkQ4R+X3P71cXl+qeZf/Pish2n/HfFJF/adQ8LRY/rKCwWOaHDuD3Z9uoFEqp31FKPd246VgslWMFhcVShIhsEqdZ0GdF5EkR+aKIvEJEfiFOg6Od4jQ8+m9xGgo9oItIIiIfFpHbROTHInJQRP5QH/bjwDm6Oc3f6bEWEblTn+uLulhdqTn9WER26Pe/JSLPichPcOoHWSxzii3hYbH4sxWnnMfNwMPAW4CXAK8F/jdOzaBHlVI3iMjLgduBS/W+5+M0zGkFnhWRT+HUkbpIOdV1EZGrgctw6vmcAH6B89D/eblJ6cKFfwVcDowCPwIerf/rWiylsRqFxeLPIaXUE0qpHPAUcK+uEfQEsAlHaHwBQCn1Q6BbRNr1vt9RTrOZMzjVaFeWOMdDSqk+fY49+rizcQVOB7QBpVQK+GpN385iqQIrKCwWf5Ke9znP7zkcTbxcrwDvvllKa+6VblfqPBbLvGAFhcVSGz8Ffh1cM9IZpdRYme3HcUxR9fIgcLWIdItIGF3t1mKZS6yPwmKpjQ8D/yEijwNTOA2aSqKUGtTO8Cdx2pl+p5aTKqfB0oeB+4F+4BEgWMuxLJZKsWXGLRaLxVIWa3qyWCwWS1ms6cliWUSIyDdw2l56+TOl1PcXYj4WC1jTk8VisVhmwZqeLBaLxVIWKygsFovFUhYrKCwWi8VSFisoLBaLxVKW/x+gLS3hSPOtSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8806MoqhcT8lUoXCsqzOZPSd7+PlLR9lwoG2yp3JGo0KhKB4coXAL7orJ9eQ2BbQ+81mgE0RtgS+GgsnxRIVCUTz4LYqicj05FoX9mc+GgHY0nkj5rYwOFQpF8eCvoygm11PCGIIBca2pxFnQCFEtirGhIKEQkVoReVBEXhGRHSJyqYjUi8ijIrLb/l3n2f4TIrJHRHaKyDWe8QtFZIv92t0iViRRREpE5H57/DkRmV/IfBVlONIK7orJ9ZSEoIhrTZ0VFsWgCsVYUKhF8TXgEWPMcuA8YAfwceAxY8wS4DH7OSKyErgZWAVcC3xDRIL2cb4J3A4ssX+utcdvA9qNMYuBrwB3FThfRcmJc3EM+rKeiqHXkzGGQGAoPnMmBLONMTy951TWVN4h19PU/yxTmVELhYhUA68GvgtgjIkZYzqAG4B77c3uBd5iP74BuM8YEzXG7Af2AOtEZCZQbYx5xlj/7e/79nGO9SCw3rE2FGU8iCcyt/AohjvShL2yn2NRnAE6wcstnbzjO8/x/IH2jK+r62lsKMSiWAi0Av8pIptE5DsiUgFMN8YcA7B/N9nbzwYOe/Zvscdm24/94yn7GGPiQCcwzT8REbldRDaKyMbW1tYCPpJS7Di1BI5QiAjhoBSH68kYgiKuNXUmWBQdfbGU334codBgdmEUIhQhYA3wTWPMBUAvtpspC5ksAZNjPNc+qQPGfNsYs9YYs7axsTH3rBUlB3FfjAIs91MxuJ6S9jocgTPIohiwYxD9g5mFIGqPq0VRGIUIRQvQYox5zn7+IJZwnLDdSdi/T3q2n+PZvxk4ao83ZxhP2UdEQkANoJUzSkH0RONc//U/saWlM+21pJseO3RqhINSFBcaJ+spdAbFKAZsIXCC1n5c11MRWITjyaiFwhhzHDgsIsvsofXAduCXwK322K3AL+zHvwRutjOZFmAFrTfY7qluEbnEjj+827ePc6y3AY8bbUCjFMj+1l42t3Sy+UhH2mtxt+BuaCwSChSF6ylprNYlrkVxBpxqjiWR1aJwXE9ZhETJj1CB+/818CMRiQD7gPdiic8DInIbcAi4EcAYs01EHsASkzhwhzHG+e9+EPgeUAY8bP+AFSj/gYjswbIkbi5wvorCqZ4oAH3R9ItLIoNFEQoE3CD32UwyaQgGhooNzwRtHBhWKGyL40z4MFOYgoTCGPMSsDbDS+uzbP9Z4LMZxjcC52QYH8AWGkUZK1ptoeiNxdNeG6qjGBoLh4okmG1nPQXOoGC2IxADWWMUalGMBVqZrRQdrkURy25RBFNiFIGi8HEnzJmXHjtsMFtjFGOCCoVSdLR22xZFNIdF4SnXCReV60ncjK8zwaJwLImBDKIPQ66nmKbHFoQKhVJ0nOqxcu4zWRSZ0mOLxvVkSBGKMyKYHcszmF0EWWvjiQqFUnSc6nZcT+kWhb/gDorH9ZQ0hoAMffapZEUd7ejnpm89Q1tvamGda1FkS4/VOooxQYVCKTpac8QoMloUgSJJj/UFs6dSU8AtRzrZcKCN3Se6U8bzTo9VoSgIFQql6HCC2ZliFMksrqepdHc9XiTsGIWzXnhiClWjZ0uDHcgz60ktisJQoVCKilg8SUffIJDbogj5XE9FYVEYn0UxhYTCiUX4XUzO86xCEVfX01igQqEUFad7o+7jTHUUSd9SqGAV3MWKyaKYgsHsvlhmyyF/15NmPRWCCoVSVJzqtoKhTVUlGSuzM1kUkZAQLwqLwhLIqRjMziYIrksqa3qsup7GAhUKpahw4hPzppVnrszOkvVUPK4npmR6bLZYRH+eWU8azC4MFQqlqHCK7ebWVzAwmEzzwydsQfAW3IUCAQan0N31eJFI2utRuAV3U+czZ6uXGMjiknJwBCKeNFMq5nKmoUKhFBWtHosC0mspHD0IBlNdT8VgUSTs9SiCgakXzO7LUoE9EM+vhQeo+6kQVCiUouJUT5TKkhDTKiNAeuZTIpluURST68m7wt1UEgrXcvBd7L2WRqYVCKLxBKVh6zKnQjF6VCiUouJUT4yGyggVEatxsl8osq1wVwyup6SvhcdUEor+DEFrYwwD8QShgGBMehwikTQMJgxVpWEAognNfBotKhRKUdHaPUBjVQnlkSCQXnSXreCuGCwKv+tpKgWzM6XHRuNJjIHacss69LcSdyyI6tJQxteV/FGhUIoKy6IooaJkGIvC43qKFJHrKaXX01S0KDxC4YhGXXk47TUYqp1wLIpi6Nc1XqhQKEXFqZ4oDZUeiyKWblGIpBfcJc3UcsWMB/6sp+QU+ryZ0mOdlNi6CsuiSBcK26Ios11PalGMGhUKpWhw2ndYrifbooimWxTeYjuwXE/AWW9VuK4nmXoWRV+GFh79PovCnyLrCEOV7XpSi2L0qFAoRYPTviOXReGs8uYlYq+LerYLhZv1NAWbAmaqoxhyPWWzKKznToxCs55GjwqFUjR09lvNAGvLw0MxCl8wO5FItyic55OR+bT/VC9HOvon5L3crKepmB6bIevJEQYnmO2vsXBdT07Wk/Z7GjUqFErR0Gu7mcojQY9F4aujMCYl4wkgHLJOk8no9/SBH7zAv/x6+4S8lxOfcdNjxyHrqb03xg+fPZix5iEXruvJc7F3hKG+Yrhg9sRaFF/6zU6e3Xd6Qt5rolChUIoGJxW2siRESShAMCDpldnJDEJhu54m2sfdPTDIrpPddA0MTsj7OSLpCsU4WFAPbTnG//n5Vg6c7st7H2PMUE8nj7A7ouG4nvz9npwYhRvMngChSCYN33hiDw9vOZb3PrtOdHOia2AcZ1U4KhRK0eAIRUVJCBGhPBLMUJltCAZST4twcHJcT9uOdmEMDMYn5n3drKdxXOHOcf8d68zfnea9wHuthv6YnfWUNUbhC2ZPgFB0R+MkDfRk6Eycjf/1gxf45C+2juOsCic02RNQlImix2NRAFREQmlZT5ZQpO7nWBQT7Xra0tIJQHSC3jdpZz0FAoLI+KTHdg9Y/4OR3EE7Yh4JBVKsBjeYPZzrqcSuo5gAoejos9rYZ1o9MRPGGI6099PeF3P//lMRtSiUosG54DjxifKSYHrWU9IQSrMoJsf1tPmIJRQT5VtPmqFCw6DIuKTHdg84FkX+QuEIQH15JKWnU78v6yk6XB3FBASzndUTM7Wwz7Z9LGGlbe9t7RnPqRWECoVSNPR4XE9AVtdTIM2imBzX01ZXKCYmWydhhj57MCDj4npyLYqRCEXMyW5KjTWkpcf6s558dRQTEaPosF1rPXlaFCe7h1Zc3HCgbVzmNBaoUChFQ280TigglNhZTOWRUJqLIGGyWxQT6Xrq7B9k/6leYOIsmWRyqIYkGJBxCWY7FsXxEbie+t3sJidonVqlXVkaIhSQ7HUUExjMHqnr6WT30N/h+f0qFIoy6fTFEpRHgoh9MazIYFHEk1a/Iy9e19NI0zpHyzbbmphZUzpxwWxPavB4WxTHR+N68rXq6B9MEAwI4WCAsnAwazDbiUlNTIzCdj3lGcw+2WVZFCtnVvP8gfZxm1ehqFAoeTOYSNLWG5vsaYyanmjcvWgAlJeE0mMUiUwWhXXx7BmIc+nnHufBF1rGfa5OfGLNvLoJsygSfotiHIPZI7IoBjOnwfbHkpSFrXhTaSSYlh7rWBxl4SDhoEzI39ERipG6nt60eiZHOvonrLhypKhQKHnzH0/u46p/+8OE3VWPNb3RuBufANui8Gc9mfTME8eieOFQO8e7BtzYwXiypaWT5roypleVTlww21NDEho3obAupK3d0bxdef22mLvN/zzFd6WOUIQD6b2e4klELKEvCQXHpCmgMYZ//Z8dbkaan3aP6ymf8+Rk9wAVkSCvWdoIwMYpGqcoWChEJCgim0Tk1/bzehF5VER227/rPNt+QkT2iMhOEbnGM36hiGyxX7tbbN+AiJSIyP32+HMiMr/Q+SqjZ0tLJ6d7Y2nVzGcKPT6hKI9ksCgyNQW0heLpPVa17UQUR+1t7WH5jCoiocDEZj3Znz0g4yMUXQNxSsNWN15nWdrhGMp6Sk2DHYgNrV5XFg6mB7PjSUpCAUTE+juOwcJFXf1xvv3HfTyUpaDOqROJJ01eMZGT3VGaqktZMbOaypIQG6ZonGIsLIqPADs8zz8OPGaMWQI8Zj9HRFYCNwOrgGuBb4hI0N7nm8DtwBL751p7/Dag3RizGPgKcNcYzFcZJU5wtf0MdT/1xRJUlATd5xUl1sXFe+eXyJDL7rieth617iK9mSrjRW8sTlVp2L7ATUxsJGGsFh4wPq6nRNLQE42zuKkSyD9O4RbWVaSmwQ7EE67rqSwcTGnv4WxXErJeLwkFxsSicMTtVBaRcywKyC+g3doVpbGqhGBAWDOvjufPRotCRJqBNwHf8QzfANxrP74XeItn/D5jTNQYsx/YA6wTkZlAtTHmGWOdDd/37eMc60FgvWNtKBNLMmlcoXDums40eqNxdwlUsCyKeNKk+K5zWRTOtXoiLIq+qBV4j0xgam7SrsyG8QlmO377pU1VQP5C4bRZSQtmx7yup8wWhWNxOIJbKK3duYXCiVFAfgHtk90DTK8uBWDd/Dp2neiZkjdihVoUXwX+AfD+B6YbY44B2L+b7PHZwGHPdi322Gz7sX88ZR9jTBzoBKb5JyEit4vIRhHZ2NraWuBHUjJxtLPfNaW9J8OZhD+YXWEX3nnjFLl6PQHMqinlZFd03O/wnQytSGjiiv3Ssp7G2KJw4hNLpttCkafgZmsn3j84ZFGUhoMZYxSORREJjo0L79QwFkVn/6D7P8snoH2yO0pTVQkAF82vB+CFg5mzn453DrhCNdGMWihE5DrgpDHmhXx3yTBmcozn2id1wJhvG2PWGmPWNjY25jkdZSQ41gSkmtdnEn2xBOUe15OzeJE3TpHw3FU7hIJDz9+0eqZbSTteJJNWE7zySMhdC2O84xTGGIxhXLOenIynufXlRIKBvIWifzBBKCBuu3Anu2lgMElpZMj1lKmOwqmZKQkHxqSOwhWK7sznQHtfjNm1ZcDw1dk90Th9sYQrFOfNqSUclKzup9t/sJH/9YONo516QRRiUbwKuF5EDgD3Aa8TkR8CJ2x3Evbvk/b2LcAcz/7NwFF7vDnDeMo+IhICaoCp6cQ7y/EKRccZ6npKC2bbouGtpUgYkyIMMLRw0ezaMs6fY+VmnOgeP/eTc8GzLAprjuMtFI4muBbFOASzHaGoLgsxvaZkBK4ny3IojVj/h35PwV2pLQRlGdJjo4NJShzX0xhZFM4d/enedKsymTR09g+6QjGcRXHSFsqmaksoSsNBVjfXZqzQ7uwbZMuRTl481DEprT5GLRTGmE8YY5qNMfOxgtSPG2PeBfwSuNXe7FbgF/bjXwI325lMC7CC1hts91S3iFxixx/e7dvHOdbb7Pc4M3Mzz3D2tfa6/t7OM9CiGEwkicWTVEa8rifbovCc0PFk+gp3juvp4gX1TLdPaqdQajxw7kTLS0JDrqdxFgpHFALjGMx2XE9VpWFmVJfmLRQDgwlKI0HXzRT1CEVZZCg9NlPB3VAwOzgmvZ4ci2IwYdJidd0DcYyB5jrbohhOKGzRaaoqdccuml/PlpbOtHjL8wfa3BjZz148UtBnGA3jUUfxeeAqEdkNXGU/xxizDXgA2A48AtxhjHH+Gh/ECojvAfYCD9vj3wWmicge4KPYGVTKxLPvVC+LmyopjwRpHye3SzyRHLesDycOkZoem25RJDMEs8vCQa5eOZ23rW12A4/jGdB2LhLldqEYjH+MImlfhQLjGqOwLpxVpSFm1JTl73pyLApbKLzLoqbEKNKC2UOup7FKM/bGCPxxCscl67qe8haKEnds3YI64knDS4c7UrbdcKCNSDDApQun8bNNR8als28uxkQojDFPGGOusx+fNsasN8YssX+3ebb7rDFmkTFmmTHmYc/4RmPMOfZrf+VYDcaYAWPMjcaYxcaYdcaYfWMxX2Xk7D/Vw8KGSmrLwuPmn3/slZPc+K1nshYzFUJPzGkI6E2PzWJR+IQiEBC+/e61XLaogUb7pB7PFNleV9SC7oVuoiwKJz4TGoespyGLIsSMasv1lI+DwAnsh4OBlJ5O3qynjOmxdh0FWEIxNjGKmCtO/u+A45KdXee4nnJbMK7ryWNRXDi3HhHSbpie29/G+XNqueXiuRzp6OfZ/RO7gp5WZitZMcYwmEgSjSdoae9nQUMFteUROvvHx/Xk3KVvPDj2VkWvr3Ms5G9ReCkNB6kpC4+vRTFozbUsEpqwrCdHFNyCu3GwKLqcGEVpmBk1ZUTj+SUF9A/6BMEJZseTKeODCev76hAdTKbUUYxV1tOyGVX249TzoGOEFkVrd5RIKEB12dB3sqY8zLLpVSlC0RONs/VIJ+sW1HP1yulUlYQm3P2kQqFk5RtP7OVVn3+cp/acwhhY2FhBbXl43FxPTh8pv9k9FvhbjAPU2F1Fvf2r4snksIvHTK8uyVsoDpzqHfFSpq5FEQkSCU5MMNvYhw/I+AazrXYaAZbZKbLZUkG9DHhcTCV2dlMiaYh56iQcwfCmyEbjiaFg9hhYFMYYTvVEWTHTFgq/RWGfFw1VJURCgbxcT01VJfhLwy6aX8+LB9vdFicvHmwnkTRcvLCe0nCQy5c08NwEV3CrUChZ+c2245zsjnLHjzYBsKChgrryiHvn5BCNJ9hzsvBMDOdE23Soo+Bj+XFjFJ5gdn1FhLJwkJb2oUZsSUNOiwJgenUpJ/IIZhtjeOs3n+bu3+0e2VxtC6fMU0cxOEEWxXgHs6tKw4gIFy2ooyIS5LFXTg67n+N6AiiLWD2dnMC0tykgpK5y53U9WcHswv6Gnf2DDCYMixorCQUkLUbhnBd15REqS0LDZz11D6TEJxwuWlBPbyzBjmPdAGzY32ZVbs+1Mu5WN9dyqK0v7TwcT1QolIw46XhXLmsknrROsAUNFdSUh9OyPb71xD7edPeTaQVPI8UJBh5q68ta0DRahiyKoRiFiDC3vpxDbX3uWDyZTKuj8NNUVZpX4dPp3hine2Mc9Bw/H5xK5IpIaCiYPVExinEIZjuB1+6BuLuIUEkoyKuXNvL4KyeGjVP021lP4LieEm5Au8wzDqS06UjNegoUvACU8z9vrCphWmUkXSjs86K6NERFSXB4i6IrmhKfcLhoviUITprsU3tPcc7sGtcaXt1cA8AWX3PKz/xqOx97cPNIP1ZeqFAoGXlmn+VuuuO1i/nK28/nlnVzqSoNu8Fs78n9x92tROPJgi/u7X2Dbs3CS2NsVTgnrbcyG2BOfRkt7UMX8kQivTLbz/TqEk52DwybeXLwtFV7MtLAt3fJVseiGKtFd1463MEjW9Mb2mXMeiowmN3ZN8gdP3qRdf/6O7oHBm2LYujvv37FdE50Rdl6pCvncQZiqdlN/YMJ13IoDQ2lx4LPohj0ZT0VaJU5fZ4aq0poqCzJEKOwPl8oGKAiEsoZzI7Fkxw83ce8aeVpr82sKaO5rozn97ex52QPmw518IZzZrivnzPbEorNvqSPR3ccH7f2OioUSkae2nOa8kiQ85pruW71LD735+cCllkdt5u7gXWn/rIdU/CfOCOlvTfGmnm1BAPCpsNju4iLe5eeJhSWReEIn7eNRTamV5cymDC09cX4+uO72X4084XuwClLgFpHGPju89RRlIxxMPs7T+7jM7/anjbuz3oq1KI4eLqXN979JA9tOcapnhg7j3dbFkVJ2N3mtcsaEYHf7TiR81h9g0OuJ6enkxPQLvVZFN76g2h8qOCuxI5RFFKG5Xy/GysdoUh3PTltRipL0ldP9PLK8S5iiSSrm2szvr5ufj3PH2jjvg2HCAWEt64ZqkmuKQuzoKGCzS0d7tjxzgEOt/Wzdn5dhqMVjgqFkpGn9p5i3YJ6947WocZu9ezEE54/0EbcvqCcLtiiiDGzpowVM6vGPKDdkyFGATCnrpy+WMINaGfq9eTH8Svf+/QBvvTbXfz8pcwZKF6LYiR5726MIjz2wezeaDxjZb1bcDdG61H8fNNRjnT08/V3XADArhM9dA/EUzJ8plWWcMGcWh57JbdQ9Mf8XWKTrpvTrcz2BbPjiSTxpEnp9WQM7nd1NHhdTw2VJWnB7Pa+QXdd74oMi2J5edm2Bhw3kp+LFtRzujfGD587yFUrp7tp2Q7nzq5JSSN3MgWdflFjjQrFJHKqJ5r32roTyfHOAfa19vKqRQ1pr9WWpQrFM3uH8rlPF2hRdNgn2gVz6nj5cOeoL1SJpOH7zxxw78zBukAGZMhF4TC33jL9nThFpu6xfprsortvPLEXyN52/cBp65jxpBlRf6x+e52FYEDGPJjdG0vQF0ukVSk7N9qORVHoehRHO/ppqCzhTefOpCISZNeJbjeY7WX9iulsPdLl1hT4SdrrOqQsUBQbcj05MYoG+0L6wMYWkp6OwN5eT1CYC+9UT5RwUKgpC9NQFeFUTyzFQunoH3Qz6YYLZm8+3EF9RcSt4vbjxCkGBpO8/aI5aa+vbq7hqKdJ4PP72yiPBFk1q3rUny8XKhSThJMR8+lfbRuzYyaSZkwuKE/tOQXAZYvTGvW6awJ02LUUT+89xXlzaoH8F6LJRCyepCcap748woXz6uiJWgvEjMZVsGF/G5/8xTZ+4lmy1Onz5E9FnGMLxWE78ylTwZ0fp41HImkojwSz9r46eLrXXd9hJHGK3ljcbVg41sFsRzw7fSnObtaTfUUIBQsTiiMd/cyuK0NEWDK9asj1VJpq0b1qsXUzkm29aL8gOM3/nLiSUym/dHoVH1m/hJ+82MInf7nVdU25MYoxaK7Y2h2lodJKZ22sLCGWSLq1IWC1tqm1XU/DBbO3HOlkdXNN2vfRYVFjJfUVEWbXlnHFkvRGp+fOdgLaHYD197tgbi2h4Phc0lUoJokDp/s4eLovrzzyfPmHBzfzvu89X9AxjDH8eMMhGqtKWDEj/e7Ea1F09MXYdrSL9cubqIgEC7IonFS/2ooIbzh3Bm88dwZ3PfIK//tnW0fcrmDncStm8OTuU+5YXyye5nYCK5gNcNi2KIYruAPL9RAOCletnM55zbVZ0xQPnO5z6wVGUqDnTQcd615PTpqwX9yGej15LIoC/PlHO/qZXWtdxJdNr2LniW567MWYvKyaVU1pOJC1yNLbIBGc5n8Jth7pojQcYGFDhbvtna9fwgdes4gfPnuIr/5uF2DVXQBuc8W+WJy7H9s9osSLFw620RuNc6rHEgrAdQU5d/TJpKGtN0ad1/WUJZjdF4uz60Q3q2dndjuBlZH32becw11vXZ3RFXrO7BpErIB218AgrxzvYu288XE7gQrFpPH0Xusitu9Ub4qLpBA2HW7nmb2nCzreL146ysaD7fztVUsz3lk7d0wdfTGe3Wc1Krts0TSmVZZwunf0FoVTxFdXHqYkFOTrt6zhf716IT/ecIhHhwl2+tl5wso/f2bvabdoqTeaurqdQ3kkRENlxBWKfCyKklCQH//lJXzpxvOoLc/c0qS9N0Zn/yDrFlgn70gsCmfRImDMK7Mdv7l/zklfZXYhwWxjjGVR2BXKS6ZX0tYbwxgrddRLOBjgvObarDdMTnDacT2VhCyLYsuRTlbMrE65gxYRPnbtMt583iy+/8xBe/tAyu8/7Grl3x7dlWJt5uLrj+/mrd98hg/+6EVOdEVpqLS+/45gnOqxusj+y0M76BqIc75tXVfaMYpMFvG2o10kDVkD2Q5vOHcmly9Jd/+CJUSLGyv5zbYT/GFnK0mD+10bD1QoJgnHt28MbmFNISSShsNtfVZDsVGmlvZE4/zr/+xgdXMNN61N94vCUDVzR98gT+05RXnEao2cKa98JLR7ipXACqr+/TXLaKoq4b83Hs61axo7j3cTCgjd0bgbNPQvWuRlTn05h21XRtIMb1EArJ1fT01ZmNrySMZK9QN2INsJLo5kwZk+ey0KGHKZjFV6rGNR+GMmI816euD5w7zuy09k3OZ0b4xoPMksWyiclhdAmusJYO38OrYd7cp4g+O6nsKpFsX2o12cMyv9jlxE+Pyfn+sut+oGs22heHyHVeD34qHhLfm7H9vNl367i1WzqvnjrlZ2HOtyLQlHKE52R/n643u456n9vOey+fzZBdaaa+WREMaQ1tEWcLMEswWy8+Ujr1/C7hPd3Hn/SwQD4orUeKBCMQkYY3hm72n3DmD70cKb4B3t6HeXy8zm7x2O7zy5j5PdUT59/aqsd9WRUIAK2y//5O5WLl04jUgoQENlyZi4nhyhAAgFA/z5mmZ+v7M1a7DTjzGGXSd6eMO5MxGBP9nup75YPC011mFO3VDRXTzDwkW5sCyKWNqd40E7kL18RhXVpaGRuZ6icdeiEBEiwcCYxJ6MMa5F4Y9RpNVRDBPM/u32E+xr7eVoR3/aa86YY1Esne4VinDa9mvn1ZPI0DEVPJ10PTGKwYSVnn3O7MyB24qSEN9614VcOK/ObbfhWBRP2Zb8Cwc7csa/TnQN8G+P7uL682bxy7+6nOvPmwUMCYRjWXzswc18+dFdvPm8WXzyupVuzKHStl4zBbS3HOlkRnWpmxQxWq5bPYsf3HYxlSUh1sytzfr9HgtUKCaBXSd6ON0b421rmqktD7MtSx7+cLT1xtyUVOcONhTIvkLWcDy0+RiXLZrGBXNz52LXlkfY0tLJgdN9XGGbxg2VkYLqKNp6bddTReqF5Ma1zSSShp9uyq8J2pGOfnqicS5eUM85s2r40x5radye6NBdup+59eUc7RhgMJHEGAgG8j8t6srDxJOGXl+L6wN2IHtOfTlN1aUjWr/CG6MAK6A9FjGKaDzpLlDU4WvsmPT1esoVzDbG8JJd57LPs6CVwxE7McCxKJqqSlxLNJNF4bSmeDGD+8lvUXiz1lZlsCgcFjdV8pMPXsbCRsuycCyKgcEks2vLONUTTWnd4scRrVsvm08wIPzrn5/LtatmcOUya2XnuvIIM6pLmTetnH9/xxq++vbzU26uhjoTW/NPJA1/+8DLXH7X4zy0+VjB1oTDpYum8cTfXcm33nXhmBwvGyoUE8jvtp/gj7taeWbvUFbRqlnVoxKKh7cc4zVf+D0f/NGLgNV8DmD9iiZePDTUUCxfDp7uZffJHl6/Yvqw29aWh932AlcstTIyplWU0NYbHZFfezCRZKN9HL/ryWFRYyVr59Xx3xsP55UBtcuOTyyfUcXlSxrYdKiDnmic3mjcvcvzM6e+jETSuBeOkSSO1JZZ8/WnyB483cesmjJKw0GaqqxK7nzp82Q9wditpeDNwvHHKIa6x1rPc6XHtrT3uzcF+zOstnbEtiic1E8RcYP6mSyKmvIwS5oq2WgLhTd5wVnDwl9YFwkGUiyV4fDWA33otYuA3O6nzS0dhALipptWloT41l9c6HoBAgHh6Y+/joc/cgVvWj0zLeDsb2H/nSf38ZMXW1g1q5q/uHQeH3n9krznPhx1FRGmVab3jBpLVCjGkZ5o3L1gJ5OGD9+3iXffs4Ev/GYnc+vLaa4rZ9WsGnYe7x6Ra+E//riPD/7oRWKJJJsOtTMwmGD/qT7KwkHetHoWfbEE24+NTHx+Z/tu8xEK52I+q6bUzTppqIyQNIyoUdm3ntjL2771DHtO9tDRF6M0HHCDll5uumgOe1t7+bNvPM1PX2zJKRg7j1sXriXTq7hicQPxpOHJXa30RnO4nuwUWUdsR2JROAVW/tYJB073uu0Z8m0i6OC3KMZKKLzt1P1xFX/WUyggdA/EueNHL/JPv9yW0sfLe4HNaFF09FMeCbpWBFgBbchsUYAVp9h4oJ23/79nWPmpR9h53BL8R7YepyISZIkdc3C+H8tmVKUVg+bCiVVUlYZ424XNlEeCGS0Yh5cPd7JsRlXG76NDICBZ01udeFhP1Mpw+vJvd3HNqul8610X8qk3r8ppDU1FVCjGic6+QV77pSf4t0etNL2DbX30xRK8bnkTwYBwzSrrgrxqVjWxRHJE3Vd/tukI58+p5cs3ncdgwrDtaBcH7QvTOjt4umGEbYgf23GCJU2VzM3Qe8aPU519xZJG90Rx7mhOZyk+89MXi3PPU/sB2Hqkk/a+Qep91oTD29Y086k3r6R7YJCPPvAyv9mWPQtq14luZtaUUlMWZt2CemZUl/JfGw7RmyNGMX+aJXa/3X4cGKFFYc/ZGxzuicbZc6KHefZxm6pKaO1OX2M5G5ZQ+CyKMYhReCuF/WuK+LOels+spiQcYPuxLu595gDvv3ejGy/YdKiDsnCQlTOr3bXUf/JCC5d+7jH6YnE7NbYs5SJ63pxaIsEADRWZ73wvW9RATzTOsc4BgiJ87bFdtPXG+NXmo/zZmtmuJeJcuLPFJ7LhxCguXTiNklCQ8+fU8oLPothxrMt2Pxo2t3QMm5WUC69F8fcPbqayNMRn/+zcrMIy1Rm/6EeRc/fju2ntjvLMPiu7aYd9h/83r1/KiplV7hfGMW23He1icZPVvni4L9OJrgGuXjXDFYWXDnew/3QvS5uqmFFTypz6Mh58oYXBhOFVi6cN+4Xv7B9kw/42/vLVC/P6bE4txRVLh1L3ptnBvVPd0bxcAvc/f5j2vkFErL9Ne+9QsZKfQEB476sW8BeXzOPyu37Pjzcc4lpPkzQvrxzvdrNsQsEA77h4rivWmeoowPKl37JuDj/eYGVXjTRGAamunC//dic9sTg3rbX68zRVlxJLJOnsH8z6GR2MMbbryWNRBMdIKDx5/WmuJ1/W0y3r5nLLurmAJQJ//+DL3Hbv83z/fevYdLiD1c01zKwpdRMnHtl2nGOdA/xxVytHOvrd+ITDW9c0c8mCae5Nhp/rVs9k6fQqljRV8tXf7eLux/dQGgoSiyd596Xz3e0c19NI78idC7fjKl0zt45v/mGv6+bbdaKbN979JB99/VKuO28WXQNxzisgjuC4OZ/Y2crLhzv41z871w2En4moRTEO7Gvt4d6nD1ASCrDtaBexeJJXjnUREMsEDwUD7p3bgoZKysJBPvOrbSz//x7hzvtfynnsWDzJ6d4Y06tLaKouZXZtGRsPtHG4rY/5thvopgvncKS9n7seeYX3/ufzw7ot/rCrlXjS8PoVTXl9vqaqUoIBSWnx0ejkledhUQwmkvzHH/exbr4VcN5+rIv2vlhaINtPKBjgpovm8MfdrW7dg5d4Isnekz2uPxzg5nVz3OrmTHUUDp+54Rw3MB8cwU3fUO8r63Nvaenk3qcP8M6L57pJAU0jWD7VCTiXl3iD2WPlerIsikyLTzkWRaablLde2Mzn/3w1T+89zd2P7Wb70U4umFvHgoZKjnT00x9LuLGm32w7wdGOAXc5UIdgQHJaqyLCshlVBALC+y5fQFVJiJ9uOsLFC+pTbjzmN5RTGg5wycL0rgG5WNBQwX+8ey1vt9O+18yrJZE0vHzYyji8b8NhjIHvP3vQ/SxjYVE8sPEwVaUhN232TEWFYhz43MOvUBIK8PE3LCcWT7LrRDfbj3WzsLEyzecZDAjvv2IBF82v57JF0/jFS0fZliNd1mmT4bQuOH9uLb/feZLBhGFBg3Ui/vX6JWz59DV899a1nO6N8ej23AVrz+w9RU1ZmPPn5Nd58j2XzefBD1zqtvMAj+spj1qK320/wdHOAT5w5UJWzqxm+9Euu6Fa7rttwL1Lz1RbceB0L7FEMuXC0lRVyrXnzATSW4x7CQcD/Ps713DT2mYuW5y5yCkTTjDbuUP/5C+3Mq2yhL+/ZrlnDtbfJp8UWbfFuOd7MlbLeDoWxezaMjr7Mmc9ZWuIeNNFc3jT6pnc/fgeBhOGC+bWsrDRujF5dMcJ2vsGqS4N8bvtJ2jrjbmpsaOhtjzCe181H4C/uHReymuLm6rY8Zlr3TqJkXDVyuluXOPCefVURILc89R+ovEEP9vUwpz6Mlq7o3z1d7spDQdYOn3k7+HgCEU0nuTGC+e4LUjOVFQoxpiBwQSP7TjBuy6Zx/rlVhzi5ZYOXjnexYqZmf2qf3v1Mr77nov4+jvWUF0a4iu2qyQTzsXG6Td0wZxat6+N4xN3uHJZE7Nry7jv+UM553zwdB8LGyuG7ZrqUFMeTkuhrS0LEwxIXrUUmw53EAkFuGJJIytmVnG6N8bhtj7XjZOL5rpyXrO0kQc2tqRldjkr453rcxncal9s/B04/VSXhvnC284bcTZNZUmI9r5BeqNxNh3q4C8umZcSyHVEPZ8UWSdLprxk7LOeHItiVm1ZegsPX9ZTJv7lhnPcv+EFc2pZYFuw99vfrw+vX0K3Pf9ChALgQ69dzNduPp832iLvZSz8/DVlYf7qdUt4dPsJ/umX22nvG+SfbziHRY0VHOnoZ9WsmoL6JnndnO+6ZG7B851sVChsovEEn3t4R8oiNqNh5/FukgYumFvLnPoy6srD/Gn3KVra+93in2zUlIW5/dUL+d2Ok1nbbDuFZ87KWN4L9oKGVKEIBoSb1s7hyd2nMrpqHFra+5lTN3wQOxeBgFBfkV919rajnSybXkU4GGCl7WuOJ03WYLafmy+aw/GuATdF1+HFQ+1Ul1qtDbysnV/P7z76GjcHfqypKbOK7pxalkW+92+qzt/15O9tBGMZzB6yKPwdZJO+rKdM1FVE+MY71/DXr1tMU3Wp+317as9pGqtKeOfF89wYgj9GMVJKw0FuOH/2sO1UCuF9l89n3rRyfrzhELNqSrliSSPvedUCoPCq6WBAqCwJccWSBreW40xGhcLmZFeU/3r2EHf81yZi8STtvTE+9uBmt9w+X5y01BUzqxERVjfXuguzZGqy5+c9r1pAfUWEb/x+T8bXnTTLGTWWUKyaVU04KJRHghnX373pomYCYuVxZ1r9KpE0HO3oz9rueCRMqxi+6M4Yw/ajXW4Qf7lHPPNxPQFcvMDyT/tX+HrhYDtr5tVlvLgsbqrM22IaKXUVYTr6B92FiuY3pIpueSREVUmIrUeyuxQdHIvCe0fqrcz+99/v4f/9YW/afv+98TAPDtO/qC/qWBTWd8dbne1fCjUbF82v52+vXmbNsSTEDNtaWje/nrJIkNfYwWJ/jGIqUhIK8o9vXAHAjWvnEAwIb10zmyuXNXLd6lkFH/9rN5/Pv7zlnIKPMxVQobCZU1/OF29czcuHO/jET7dw0/97hvs3HubjP90yoiKyHce6qIgE3Tv085pr3NYa2VxPXipLrMDX73eeTGuzAJbrKRQQ9+67NBxk1awaFjRUZDTJZ9aUcc2qGdz7zEHO+/Rv+cAPXkh5/VhnP/GkcWsJCqEhj8aAx7sGaO8bZKUtFNWlYXdNiOGC2Q51FRHm1JelLNzS2TfIrhM9XDhMVfl4UFsWod1jUcz3uQAB3nHxXB7acox7/rQ/57H8a0FDajD7oc3H+OFzB1P2eWTrMf7+wc187bHsLkuwLAoRmFFjXcS97ie3hccI3TpOnMIpRHvf5Qt407kzXQGZ6ly1cjr3vm8dH3iNVYRXHgnxvfeu48J5hX+P1q+YnuYOPlNRofBw7Tkzef/lC/jJiy0c6xzgtssXsONYFz/Ps30EWEKxYma1e1frrNVQWx524wrDcf15sxhMGH5j5/V7OdEVpamqJOWu+a63ruaut67OeryvvP187nnPWl69tJEndp1MqXx1qpHHwqJoyKMxoLNs6EqPaDqP87UoAFbPrmWz3Ysf4EW7pcRYnOAjpbY8TGffIPtP9dJUVZKxXuMfrl3ONaum888PbefxHCu6OcHsiiyV2d3RQQ639adkWd15/0uEg8Lhtv6ci+X0ReOUh4PuTYY3RXa0QuG4n5zmh+sW1PPv71wzbtbbWCMivGZp4xkfbB5vVCh8fOwNy7nz9Uu47/ZL+Mc3rmB1cw1f/u3OlMrUbCSThh3HulMsByfFbsWM6ryDcKuba5hbX86vXj6a9trJ7oG0ZmLLZlS5C65nojQc5HXLp3P1yukMDCY57sm+cWIXhcYowMp8Gi6Y7QjFcs/fyPl75RujAKsfv/eC+eLBdoIBcYV5IrHSTWMcONXrpij7CQaEr779AubUlfOfTx3IeiynKK7MF6Nwusc6LS22HrH+jp/+1TbqyiN8+nrLxeG0MMl87ATlJSG3mtxbJJgYJuspG9eeM4OrV05P6RCrnH2oUPgIBwPc+fqlnDO7hkBA+PgblnO0c4AH8mh13dJu3dF5haKxqoR18+t57fL0VaqyISK8+byZPLXnVNod+omugbwtEz9Ou40DnrYLLe39iMDM2sJdBTOqS+mLJdiXof+Pw/ZjXcyfVp6Sqrp+RRPLZ1Rlvchmwgk2brH9/i8cbGfFzKpx7aCZjbryCJ39lkWxIIeroSwS5HXLm3j+QFvWLCbH9eSt+Sixg9nGGFcoNh/poGtgkE2HO3jbhc1cbqf07rJbX3zyF1vT3IzW4k3BobYj3hhFHllPmbhiSSPffvfaM8aCUEaHCsUwXLaogeUzqvj15mPDbusEslf61q194AOXcvurF43ofa8/bzZJQ5pVcaIr6qZbjhTnQuztz3O4vY8Z1aVuL5xCuOGCWVREgtz1yCtZt9l2tCutqvac2TU8cuerU1JKh8NZi2BzSyfxRJKXDndMSnwCrKynpLHalwwndpcsnMbAYDJrVluvW0eRHszuH0y48bKtRzp5du9pEknDqxY30FxXRnkkyCvHu0kmDQ9tPpbWoqLX7qDrLj7laeORT9aTUryoUOTBNatm8PyBtmEXn9lhV18vG0EefjYsd1I1n/n1dt73ved55XgXA4MJOvsHRy0UM6pLKQ0HUi2KtsJTYx2aqkr54JWL+M22Ezxrty7x0jUwyKG2vjQhHQ015WHmTStn65FOntxzir5YgjWTEJ+A1I63Cxpy/y0vWViPyNDCVX76M7ienGB2t2d95i1HOvnTnlOUhYOsmWtlei2116bedbKb070xTvVEUywXa02OIBWRIKGApMQo8s16UooTFYo8uPacGRiDm+aaje3HupjfUDFmgbF737uOD79uCS8eauej97/sFttlSoPNh0BAmD+twm3kBtDS3jcmgWyH2y5fyMyaUv7loe1pTfBesVfyW5lH9lc+nDu7ho0H2/nYg5tZ2FjB1Ssz938ab2o9hYLDWRS15RFWzqzmmX2nMr7eG0sQDkpKZ1QnmN09YF3YV8ys5nBbP7/ddoKLF9a72y6fYa1N/fSeodUTvdXgvXazQRFJW5lvtMFspTgYtVCIyBwR+b2I7BCRbSLyEXu8XkQeFZHd9u86zz6fEJE9IrJTRK7xjF8oIlvs1+4WO+orIiUicr89/pyIzC/gs46a5TOqmDetnEe2pmchedlxrGvMLoJgBYf/5qqlfOjKRWw/1uWuKzxaiwKsLJX9dhpnLJ7kWNcAzWOQGutQFgnyN69fytYjXSl3zcYYvvf0foIByRl4Hwmrm2to7Y7S0TfI/73lgknLXPFma82rHz7OcunCabx4sCNjgkR/LH2BpUgoQDxp3DqYyxZZdSTHuwbc2ARYK8k5HVcdvIkLfdG4G/uoLQ+ndJD1r3CnKF4KsSjiwN8aY1YAlwB3iMhK4OPAY8aYJcBj9nPs124GVgHXAt8QEefM/iZwO7DE/rnWHr8NaDfGLAa+AtxVwHxHjYhw7aoZPL33FF0D6bUNYFV2t7T3j6oHzXBcZd8p/+g5q1WCU2w3GuY3VHDodB/xRJJjnf0YMzapsV6uP38WteVhd74A3/3Tfv5ny3H+4Zplw7bSyJcL51kpmZ944/JJ7e/vWBQza0rzEqvLFk8jlkhmXA+hN5raORaGFt1xMsou9TTEu3zJkFAstzOPNh3qYM3cWgCOdXqEwiNCtWVhn+vJ+j2SZWCV4mHUQmGMOWaMedF+3A3sAGYDNwD32pvdC7zFfnwDcJ8xJmqM2Q/sAdaJyEyg2hjzjLF8Fd/37eMc60FgvWNtTDRXr5rBYMK4i7P7OdZhnZCF9rjJxIKGCpY0VQ5ZFFWFWRRxezW3w21WDcVYxSgcSsNB3rqmmd9sO05rd5Sn9pzicw+/wrWrZnB7nq3M8+HCeXU88XdX8l677cJk4cQoMhXaZeKi+fUEA8LTGeIUfYOJdKGwU5Ha7M68c+rLaa4ro6GyJCUe5k1R/bM1VvPE451Dy3322llPkN5BNuFaFHl9BKXIGJOvhe0SugB4DphujDkGlpgAToOd2YA3x7TFHpttP/aPp+xjjIkDnUBaf2ERuV1ENorIxtbW1rH4SGlcMKeWGdWlWbOfnOUfx6t1wdX2QkcloQDVZaNPAXUKpPaf7uWw3ddqrC0KsCqR40nDp3+1jb/8/kYWNVbwxRtXj/nCLSNJqR0vasrCiOQ/lyq7Gt2p5PbSF41ndD3B0KJQVaUh7njtYj561dKUv+e0yhJ3zYNrVk6nIhJMtSiiCbfZ4PTqUg639bn9npK+9SgUxUvBQiEilcBPgDuNMbnW38z0DTQ5xnPtkzpgzLeNMWuNMWsbG/OvVxgJgYBw3eqZ/GFX5tYazoLyzbVje3fu4ARqp1eXFnSxdYWitZeW9j6CAWFmAa6sbCxqrOTShdP49eZjNFaV8MPbLs64XvLZQDAg/OMbV/DOi/PvElpdFqZrIL2K2r8MKgxZFE5NTVVpiFvWzeUdGd7v3NnVLJteRVN1KTNry1xLNxZPEkskXYvi6lUz6InG+f0r1o2VBrOVXBQkFCISxhKJHxljfmoPn7DdSdi/HV9NCzDHs3szcNQeb84wnrKPiISAGmBka3yOIW/O0VqjpaPf7qMzPj1uzp1dw4zq0oJ76EyriFBVEuLJ3a3ct+EwK2ZWFdROORcfef0SLl04jR/ednFaNfnZxvuvWDiiIH11aShjk8aMQuGJUYhkX6kPrHYu333PWsCKmRyzg9lOIZ9jrbxq0TQaKiP84iWrPY27ZrYGs5UMFJL1JMB3gR3GmH/zvPRL4Fb78a3ALzzjN9uZTAuwgtYbbPdUt4hcYh/z3b59nGO9DXjc5Lvw8DiwurmGedMyt9Y40t7P9KrSES34PhICAeErbz+fj71hWUHHEREWNFbw+52tJI3hazdfMEYzTOeShdP48e2XjEnDwbONmrIwXRmEojeavrb3kOspSmVJKOfFvKm6lGY75jSjutSNUTitQZysp1AwwHWrZ/HYKyfpGhhMWzNbUbwUclV7FfAXwOtE5CX7543A54GrRGQ3cJX9HGPMNuABYDvwCHCHMcbJD/wg8B2sAPde4GF7/LvANBHZA3wUO4NqshAR3rx6Fk/vPZ3WWuNIR9+4t1a+dNE0N9OnEJZOr6IsHOSe91yUtnaCMjFkE4q2vhj1Fak9r8LBIYuiegTuu5k1pZzsjjKYSLqLFnnjHzecP4tYPMkjW49r1pOSk1FHRY0xfyJzDAFgfZZ9Pgt8NsP4RiCtcbsxZgC4cbRzHA/efN4svv77Pdz79AG3Lz9YwewL8lxKdLL5P29awV+/bvFZ0wL5TKS6LExn/yDGGDfmFE8k6egbTKn0htRg9rSK/Bsnzqgpwxho7Y7SE03vIXX+nFrmTSvnFy8d4TJ7/XPNelIyoV+LEbJsRhXXnzeL//v4Hr5rry2QSBqOZVhQfqpSWx5RkZhkasrCxJPGbSsOQ+tDTKtMFYMST3psVWn+93ZOo8djnf3uokVei0JEuGrFdJ4/0O52p1WLQsnExLfaPAv48k3nMZhI8s+/3s6M6lLWzKslnjTjUkOhnJ04DRC7BgbdmIRTJ5HNokgkzYgyx5xstmOdA27TR38g/JzZNcTiSfactNqraNaTkgm1KEZBOBjg7lsuYP60cu7feNhNjT1TLApl8nFiDd7MJ0co/O4lb4LEiCyKauv7eLxzYChGUZKaUeUsSessK6tZT0omVChGSTgY4KqV03l272l2nbDWX2hWi0LJE8ei8NbkuBZFlmA2jEwoqstClIWtorveaPrKeQALGyspDQdoae/XjCclKyoUBfC65dOJJZLcby9qpBaFki9Drqehorv8LIr8XU8iwsza0pwWRTAgLJ9hWRUan1CyoUJRAGvn11FVGuLlwx3UlYfTWi8oSjacNixe11O7LRT+tcMjo7QowIpTHG7vcy2K8nB600JnfRDNeFKyoV+NAggHA7x6qdUyRK0JZSS4riePUJzujVFVEkor2iwZpUUB1gqNm1s6eWTbcUpCgYxV+E6cQgPZSjZUKApk/XKr56FmPCkjwbnge4vu2vti1Fem10l4haN6hBbFX16xkGXTq9hxrCvreuJOi3Z1PSnZUKEokCuXNREQmKttKpQREAwIVSWhtKwnf2osjD6YDZbIfOFtqwkIaT2kHJbPqCIgmvGkZEed6gVSXxHh+++7mKXTtRWGMjKqfW082npjGZs+jjaY7XDenFr+9xtX0NqTec330nCQRY2VbhtzRfGjQjEGeFcZU5R8qSkLp6yY2NYbY0WGpXRDAUHEWgN7pBaFw/uvyL1g1OrmWp7dl76QkqKACoWiTBrVZUOuJ2MMbVl6OYkIkWCAaDw5bmt6fOwNyzjZldniUBSNUSjKJGF1kLXqG/piCaLxZFqxnYPjfhqtRTEcTVWlI1pPQykuVCgUZZKosTvIwlCxXX2GYDZYtRQiUKm1OsokoEKhKJNEdWkGochhUVRGci9apCjjhQqFokwSNWVh+gcTxOJJ2voy93lyiIQC4+Z2UpTh0G+eokwSNeVDrcbbs/R5cogEA5SGMtdBKMp4o0KhKJOEt9V4ts6xDpFQgLIMfZoUZSJQoVCUScLtIGsLRSggWVt0LJ9Rra4nZdLQb56iTBLVZakWRV1FxF0/28+XbzpvIqemKCloMFtRJokaT6vxbMV2ijIVUKFQlEmi2rN4UbaGgIoyFVChUJRJwglm7zreze6TPTRVl0zyjBQlMyoUijJJlIaDlIQC/ODZg8QTST505eLJnpKiZESFQlEmkZqyMCJw9y0XsGxG1WRPR1EyollPijKJvOuSecyoLmX9iumTPRVFyYoKhaJMIh9ev2Syp6Aow6KuJ0VRFCUnKhSKoihKTlQoFEVRlJycEUIhIteKyE4R2SMiH5/s+SiKohQTU14oRCQI/DvwBmAlcIuIrJzcWSmKohQPU14ogHXAHmPMPmNMDLgPuGGS56QoilI0nAlCMRs47HneYo+5iMjtIrJRRDa2trZO6OQURVHOds4EocjUd9mkPDHm28aYtcaYtY2NjRM0LUVRlOLgTCi4awHmeJ43A0ezbfzCCy+cEpGD4zCPBuDUOBx3rND5Fc5Un6POr3Cm+hwnc37zsr0gxphsr00JRCQE7ALWA0eA54F3GGO2TfA8Nhpj1k7ke44EnV/hTPU56vwKZ6rPcarOb8pbFMaYuIj8FfAbIAjcM9EioSiKUsxMeaEAMMb8D/A/kz0PRVGUYuRMCGZPFb492RMYBp1f4Uz1Oer8Cmeqz3FKzm/KxygURVGUyUUtCkVRFCUnKhSKoihKTlQoABEpFZENIvKyiGwTkU/7Xv87ETEi0uAZ+4TdpHCniFwzWfMTkb+257BNRL4wGfPLNUcROV9EnhWRl+zq+XWTNUf7PYMisklEfm0/rxeRR0Vkt/27borN74si8oqIbBaRn4lI7VSan2d8Us+RXPObKudItjlOtXMkI8aYov/Bqv6utB+HgeeAS+znc7BScw8CDfbYSuBloARYAOwFghM9P+C1wO+AEvu1psmY3zBz/C3wBnv8jcATkzVH+30/CvwX8Gv7+ReAj9uPPw7cNcXmdzUQsh/fNdXmZ49N+jmS4+83Zc6RHHOcUudIph+1KABj0WM/Dds/TpT/K8A/kNo25AbgPmNM1BizH9iD1bxwouf3QeDzxpiovd3JyZjfMHM0QLU9XsNQVf2Ez1FEmoE3Ad/xDN8A3Gs/vhd4y1SanzHmt8aYuP30WazOBFNmfjaTfo7kmN+UOUdyzHHKnCPZUKGwsc3Bl4CTwKPGmOdE5HrgiDHmZd/mwzYqnIj5AUuBK0TkORH5g4hcNFnzyzHHO4Evishh4EvAJyZxjl/FuqAlPWPTjTHHAOzfTVNsfl7eBzxsP54S85tK50im+THFzpEsc7yTqXOOZESFwsYYkzDGnI91x7ZORFYD/wh8MsPmwzYqHGsyzO8crILJOiwXz98DD4iITMb8cszxg8DfGGPmAH8DfNfefELnKCLXASeNMS/ku0uGsUmbn4j8IxAHfuQMZdhsQucnIuVMkXMkx99vypwjOeY4Jc6RXJwRldkTiTGmQ0SewDL7FgAvW98rmoEX7UDTiBoVjtP8rrXn8VNjOTQ3iEgSq6nYpM0vwxxvBT5iv/TfDJncEz3HVwHXi8gbgVKgWkR+CJwQkZnGmGMiMhPLGpoy8zPGvEtEbgWuA9bb/+spMT/gB0ydcyTb/3cqnSPZ5vhmpsY5kp3JCIxMtR+gEai1H5cBTwLX+bY5wFCgbhWpQaZ9jG8wO+P8gA8An7HHl2KZqTLR8xtmjjuAK+3x9cALk/E39M31SoYCiV8kNZj9hSk2v2uB7UCjb5spMT/f+KSdIzn+flPmHMkxxyl3jvh/1KKwmAncK9ayqwHgAWPMr7NtbIzZJiIPYJ3AceAOY0xioucnIhHgHhHZCsSAW431DZvo+eWaYwfwNbG6AA8At8Ok/A2z8Xksd8RtwCHgxik2v69jXSgete/anzXGfGAKzS8jU2h+9zB1zpFs/CVT+xzRFh6KoihKbjSYrSiKouREhUJRFEXJiQqFoiiKkhMVCkVRFCUnKhSKoihKTlQoFEVRlJyoUCjKBCAitSLyIc/zK/2tuofZ/zsisjLD+HtE5OtjNU9FyYQKhaJMDLXAh4bbKBvGmPcbY7aP3XQUJX9UKBTFh4jMF2uxoO+IyFYR+ZGIvF5EnhJrgaN1Yi149HOxFhR61m4iiYj8k4jcIyJPiMg+EfmwfdjPA4vsxWm+aI9VisiD9nv9yG5Wl21OT4jIWvvxe0Vkl4j8Aat/kKKMK9rCQ1EysxirncftwPPAO4DLgeuB/43VM2iTMeYtIvI64PvA+fa+y7EWzKkCdorIN7H6SJ1jrO66iMiVwAVY/XyOAk9hXfT/lGtSduPCTwMXAp3A74FNhX9cRcmOWhSKkpn9xpgtxpgksA14zO4RtAWYjyUaPwAwxjwOTBORGnvfh4y12MwprG6007O8xwZjTIv9Hi/Zxx2Oi7FWQGs1xsSA+0f16RRlBKhQKEpmop7HSc/zJJYlnmutAO++CbJb7vlul+19FGVCUKFQlNHxR+Cd4LqRThljunJs343liiqU54ArRWSaiISxu90qyniiMQpFGR3/BPyniGwG+rAWaMqKMea0HQzfirWc6UOjeVNjLbD0T8AzwDHgRSA4mmMpSr5om3FFURQlJ+p6UhRFUXKiridFmUKIyM+wlr308jFjzG8mYz6KAup6UhRFUYZBXU+KoihKTlQoFEVRlJyoUCiKoig5UaFQFEVRcvL/A428OpcxyigZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8zO5WahCRuXZ+4Nou5wQe6zL7OfSvrZQK8neaqezQHEIU9KaF0J3fAs+KyA3ALuByAGNMiYg8C5QCXuBWY4zPPudm4BEgFXjd/gJ4EHhcRMqwWgZXHEO9lFL9kDd0tVOn4NEcQsQdUUAwxrwHvGffPgCc1c1xdwJ3hilfAUwJU96KHVCUUiqcTovb6SijqNCZykqphNB5HoJDcwhRoAFBKRX3jDH4DcG1jKzVTrXLKNI0ICil4l6gd8gRkkPQLqPI04CglIp7gQ//wI5p2aluaps9tHl9PZ2mjpAGBKVU3PPbo9ADLYTJQ7Pw+g2b9zfGslr9jgYEpVTcC7QQAjmEEwqzAFi3ty5mdeqPNCAopeKez24hBOYhFA9MJSvVrQEhwjQgKKXint9uIQTmIYgIUwozWa8BIaI0ICil4l6wy8jRsQ7mlKFZbNrfQLtXh59GigYEpVTc83VJKgNMKcyi3ednc0VDrKrV72hAUErFvcAcNGfIvlmBxLJ2G0WOBgSlVNzrSCp3lA0flEZGiksTyxGkAUEpFfe6JpXBSixPHqqJ5UjSgKCUinvhksoAE/IzKavUyWmRogFBKRX3vN0EhOw0N03tPrw+HWkUCRoQlFJxL7h0hXQOCBkpbgAa27x9Xqf+SAOCUirudddllJFi7fHV0KoBIRI0ICil4p4vTFIZINNuIdS3evq8Tv2RBgSlVNzzm/AthEy7hVDfoi2ESDiiPZWVUqovba1qpKK+lVS3E+g8DwE6cggN2kKICG0hKKXi1t8WlXHbs592m1TOTNUcQiRpQFBKxa36Fg+1LR4Co0pdjs4fWRmaQ4goDQhKqbjV1Oajud0XXNHUcUiXkbYQIkkDglIqbjW1Wx/0tS3tQOfF7QDcTgcpbofmECJEA4JSKm4FJpzVNFsf+F1HGYE19FRbCJGhAUEpFbea7IBQ12y1EBxhAkJGiktzCBGiAUEpFbea2nxASAtBwgUEbSFEigYEpVRcMsZ05BB66jJKdVOvASEiNCAopeJSc7sPe/oBtYEuo7AtBBcNLdplFAkaEJRScakpZAXTGjsghE8qu7SFECEaEJRScSl0SeuOLqNDj7NGGfWPFkJTm5evPro8Zpv+aEBQSsWl5nZf8HbNYbqM2rx+2ry+Q+5LNKt21fDOhkqeXLorJs+vAUH1O9urm3huxe5YV0Mdo9AWQl1L90nljgXuEr/baGN5AwBvluzHBBIofUgDgup3nl62i+8/vza43IFKTKE5BHs7hG5bCNBPAsJ+KyDsrW2hZF99nz+/BgTV7wSuJqsb22JcE3UsAi2EQelJwbLuZipD/1gCe1NFPVMKM3GI1UroaxoQVL8TCAhVDRoQEllgUlpBdkqwLHyXUf/YJMfr87O5opGTRw3ixBEDgwGhrtnTZ91Hhw0IIlIsIotEZIOIlIjIt+zygSLytohssb/nhJxzh4iUicgmETk3pHyWiKyz77tbxGr/iUiyiDxjly8VkRFReK3qOBFYxqBSA0JCC3QZFWSlBsvCdxn1jxbCjgPNtHv9jM/P5NzJ+WyuaGTBnz9g2i/f4s2Sij6pQ29aCF7ge8aYicBc4FYRmQTcDiw0xowFFto/Y993BTAZWADcKyJO+7HuA24ExtpfC+zyG4AaY8wY4E/AXRF4bSrGKhtaqWxo7fPnDVwpagshsQW6jPIze24h9JdNcjbut3IGE/IzOO+EfDJSXKS4naS4HXyy7UCf1OGwAcEYU26MWWXfbgA2AIXAJcCj9mGPApfaty8BnjbGtBljtgNlwBwRKQAyjTFLjNX+eazLOYHHeh44K9B6UInrtufW8r1nP+3z59Uuo/6hqc1LqttJTpo7WNbdWkaQ+JvkbNrfgNMhjBk8gIKsVNb+7BxeuvVUphZms3ZPLQDtXj9XP/AJizZWRqUOR5RDsLtyZgBLgSHGmHKwggYw2D6sEAgd87fHLiu0b3ct73SOMcYL1AGDwjz/jSKyQkRWVFVVHUnVVQxU1LWyNQYTbDq6jPq+daIip6ndS3qyK/iBD+B0HhoQBiTbOYSEbyE0MGJQGin2/tGBa+ITirIoLa/H6/OzelcNH5UdoN0XnRF0vQ4IIjIA+BfwbWNMT+Ohwl3Zmx7Kezqnc4Ex9xtjZhtjZufl5R2uyirG6lo87K9vxROlf95wjDHUawuhX2hq8zEg2RnsEoLwLQSnQ8hIdiV8DmHj/nomFGQeUn5CYRatHj9lVY0sLqvGIXDy6EOulyOiVwFBRNxYweAJY8wLdnGF3Q2E/T3QhtkDFIecXgTss8uLwpR3OkdEXEAWcPBIX4yKL3UtHvwG9tf13ZV6U7svOGa9SoedJrSmNquFkBnSQui6hWZARooroXMIjW1edh9sYcKQjEPuO6EoC4C1e+r4cEs104qzO/1OIqk3o4wEeBDYYIz5Y8hdrwDX2bevA14OKb/CHjk0Eit5vMzuVmoQkbn2Y17b5ZzAY10GvGtiMU1PRUy710+Lxxo2uLe2pc+eN5A/EIHK+vgNCNp6ObzGNi/pSS4yU3vOIYCVR6hP4BVPA2sXjcs/NCCMHJTOgGQXi7dUs3ZPLaePyY1aPXrTQjgV+BJwpoissb/OB34LnC0iW4Cz7Z8xxpQAzwKlwBvArcaYwCIjNwMPYCWatwKv2+UPAoNEpAz4LvaIJZW4QhN8e2v6LiAEPhSKc9KoamyLyfT/w9lW1cicX7/Dx2XVsa5KXLNyCM7gPAMIP8oIrJFGidxCCOTaxgwecMh9DocwpTCTV9eV4zdw2tjodZe7DneAMWYx4fv4Ac7q5pw7gTvDlK8ApoQpbwUuP1xdVOKoC7la68sWQiAgjBk8gF0Hm6lv9ZKVGp3m9dHaXdOCMfDx1gOcEsWrvUTX1OZjxKCOLiORjkRrVxkp7oQeRLCtuhGXQxg2MC3s/VOLsvlk20HSk5zMGJYdtXroTGUVFZ0CQh+2EALPOzovHYCqOPyQCGz2smZ3bWwrEuca27wMSO7oMuquuwgSP4ewtbKJYYPScIdb3xsrsQxw0qhB3R4TCRoQVFQEPpjdTmFPbXOfPW9g6GGg6R2Ps5UDa/t/uqcWvz/+urRi4c2S/Tzy0fZOZYGkcqDLyNFNdxFYASGRcwjbqhsZlXtod1HA9OJsRGDe+OiOrtSAoKKio+smIyY5hEBAiMfkbSAgNLR62VbdFJM6XPK3j3h8yY6YPHc4D3+0nTtf28DBJqv15Pcbmtt9pCe7cDsdpLqdPbYQRgxKp6bZQ3ld3/2vRYrPb9hR3czowendHlM8MI3Xvnk6V80ZFtW6aEBQURH4YJ5YkMG+2tY+uxIOtExG5sZvQAhs9gKx6Tby+Px8uruWRZviZ3LnzgPNeHyGl9fsBayEMsCAZGuSVmaqq9uEMsBpY61czIdb+iZRb4xhR0gw9/j8vLG+/Kj+z/fUNNPu8zO6hxYCwMSCTFxR7C4CDQgqSgIfzJMKMmn3+ftsKer6Vg8ZyS5y0twkuRxxGRDqWjwUZqcyINnFmt01ff78gWBdGoP19sNpafdRbs9VeW6FtZhBYLe0dHsWckaKmx7iAeOHZJCXkdxnAeGRj3cw7w/vBX+HL63ey03/XMUbR7Fk9dYqa4RRTy2EvqIBQUVFXYuHFLeDUXZyd0/ISKO3Svbz0uq9UXne+hYvmaluRIS8AclxGRBqmtsZmJ7E1KKsmLQQau2AsL++lQNxMHlv10Erx3TiiBxKy+sp2VcXXNgusCxFZkrPLQQR4fSxuSzeUtXpKr2l3ceWioZOxx7NVXxNUzv3f7CV5nYvNU3t/OntzQAs3GCtQvr+Zqu11d3Wl/vrWvnqo8t54MNtHGhsY/fBZlburMEYw7Yqq6XRUw6hr2hAUFFR32IN9yzMtobRBfIIxhj+36ul3PnahqjMEahr8QRHpeRlJMdtUjk7zc304mw2ljfQ6unbvYADOQyADeUNPRx59B5bsoOnlvVuX+AdB6wPxG+eNZYkp4PnVuwJLn2dlmQHhFR3jwEB4DNj86hp9gR3Gmv3+rn+4WWc++cPeMvekvKnL6/ntLve7bQ9Zzil++q56fGVwXrc9/5Wfv3aRq55YCl3vraBxjYvQ7NSWLSpEp/fsLismmSXg8Vl1ew8cGhe6M/vbGbhxkp+9eoGZv3qHU7/3SK+cN/HPLlsF1urGhmYnkROyEZAsaIBQUVFXYvHCgg51lr2gbkIWyob2X2whaqGtkPmJ5Tuq2fxMTb561s9ZNqjUvIy4rOFUNfiITstienF2Xj9hvV76/r0+UNH45SWR/65Wz0+fvfGJv7w5iZ8vbgaD/TFTy3K5qyJg3ltXXnwAzs9kENIcYfdCyHUqfacjg/LqjDG8LNXSli6/SCFOal88+nV3PrkKh5bspN9da3BK/vuPLlsJ2+U7Ofp5btp9/p5YdUexg4ewPq99Ty/cg9XnTSMy2YVsWZ3LR9sqaK22cNt54zH6RCeXt55P+/t1U08t3IP1508gte/dTrfO3scv/n8CUwrzuavC8soLW9gVG7su4tAA4KKkroWD5kpbgYku8hKdbOnxuoWeCfkjbh6V22nc/7n5fXc/M+Vx3TFXB/SQhickRyXk5VqmtvJSXMH16jp671za1uspLbTIVHJIyzeUk1jm5cDTe3ddon5/SYYLHYcaGZgehJZqW5OH5tHZUMb6/ZYgSrQZbRgSj5fmFUU9rEC8jKSmViQyfMr9nD9w8t5atkubp43mhdvOZUhmSm8tm4/Xzt9JEMyk3l1bTkABxrbeGn13k6ByxjDuxuspdkeWrydt0r3U93Yzh3nT+Ch60/knElD+M78cZwxfjB+A799bSMi8IVZRZw5YTDPrdjdaT/vP7+zmSSng1s/O4aJBZl846yxXDlnGD9cMJ799a18uruW0Xmx7y4CDQgqSgItBIDC7FR2VFsBYeGGSibkZ5DidnQKCNWNbazaVUNDm/eYEoP1Ic87bkgGNc0efvTiuk5v0Fjy+43VQkh1k5+ZQnaaO7gxSl8JdBlNs5dVjrTX1peTYff5d3cl/p1n13D9w8sA2HmgieGDrK7FU+xVPAMXDoGk8vknFPDDBRMO+9xnTxrCtuomdh5o4pZ5o/n+OePJHZDMU1+by91XzuBH50/k/BMKeG9zFY1tXn74r7V8+5k13PLESlrsRPamigb21bUyf+IQ9ta28D8vrSc/M4XPjM3jtLG53H/tbAYNSGZ6cTbZaW42VTQwtTCLgelJfGnucKob27lnURkAy7Yf5JVP93H9qSPIy0juVNdTRucGX28g1xZrGhDUIcrrWoJ9p0crNCCcMT6PxWXVPLtiN6t21XDu5HymFmazOmSEzaKNlRgDSU4H/1m7r7uHPaz6Vm9wqYNr5g7n5nmjeXLpLr78yLK4WNeovtWDMZCVloSIMDE/k9Io9eN3JxAQ5o4axNaqpojkMNbvrWNLRQPtXj9vl1Zw7uR8ThyR06lFGFDd2Mara8tZXFZNZUMrO6qbGDHI+kAcPiiNgqwUVu60/jcCLYTe+uaZY1j+4/m89/3P8oMFE4KT2YZmp3LxtKGICBdOLaDd6+d/XlrPOxsqOX1sLm+VVnDVA5/Q0u5jod06+NWlUxiVZ81vuGxW0SFDPp0O4XR7XaHPjOv4/oWZRfz13S08tmQHX310OSMHpXPTGaPD1ve2c8fjdgrTi7OP6HVGiwYEFdTS7uM3r2/gtLsW8Yt/lxzTY9W3dnTdfHv+WCYVZPKD59diDMyfOIQZw7Ip2VtPm9f6MHpnQwVDs1L43IxC3imtOKoPKa/PT2ObN7h+vtMh/HDBBH50/gQ+KjvA2j11hxy/60DfzaKGjg/jwC5gEwsy2bS/vld97ZFidee5OKEwC5/fsLni2ALS8h0H+fx9H3PRPYv5zesbaGj1cv4J+cyfOITNFY3sPtjMgca24KSzl9fsw+s3GAOvrS1nX11rMCCICCePGhRcwjz9CAOCy+k45Eq8qxnFOeRnpvDi6r2MykvnwetO5G9XzWTN7lp++Z8SFm2sZEphJvlZKXz9s2NIdjn44uzisI81f6K1L9hnJwwOlv3yksmMyk3npy+XkJrk5LEb5nS7ntbMYTl8+rNzOGlUdPY3OFIaEBRgdWV88R9L+Mf72xiYnsTCDZVHPZnM5zc0tHqDASHZ5eSvV80g1e1kSGYyUwozmTEsh3afn5J99bR6fHy4pZozJw7momlDaWr38d6mI98iMLCWTde14r84uxiXQ3izyxjxv7+/lfl/fL9PE8+BIZ/ZdkCYUJBBq8cfHGnTF+paPGSluZk01NqM5Z0NlWyrasQbspHR+r11vRqSWlbZwFcfXUFRdirjh2Tw8Ec7yEhxceqYXOZPHALAD55fy2l3LeLCuz/kYFM7/1q5h6lFWRRmp/LIxzsAGJHbsajb3JDNX9LcTiLN4RDOP6EAgJ9dNJkkl4PzTyjgpjNG89Sy3azYWcOZE6y6f35mEat/ejbDBoVfdO6iqUP599dPY+awnGBZerKLe6+exbzxeTz6lTkU5YQ/NyAwkioeaECIsZqmdi6+Z3HMJwkt2lTJur11/ObzJ/Cj8ydwoKn9qJOdgZ2rQq+KRucN4KHrT+SPX5yOiARXbFy9q5Yl2w7Q3O5j/sQhzB01kEHpSfzbTvodifowzwuQnZbE3FGDOk0a8vkNTy3bTbvPz8db+24Z6sAs5ew0a4jhJHuHrI192G1U29xOdmoSxTlpDEpP4u6FWzjzf9/nM79bxD3vbuH6h5dx4V8X8+1n1hxy7uOf7OTdjVY3kNfn56Z/rsLtdPDoV+bw1I1z+fzMQm46YzTJLicjctMZO3gAS7Yd4JTRg6huaueaB5ZSWl7PF2YWcfakIeywW2jDB3X0oZ9sXy2nJzl7XL/oWHzjzDE8eN1szhjXsTbQd88eF+y6OTPkir+nD2yHQ4KDA0KNz8/gkS/PYUL+oTugxbP4CU3HqWU7DrJ2Tx1PLdvF/7v0kJXBw3ptXTmnjsmN6LLOD3+0g/zMFC6bVRScZfz+5sqw/+yHEzi/a/1Ct/0bkplCYXYq//xkJwKkJTmZO2oQLqeD807I5/mVe4KrXfZWfYvdQgjzezl38hD+5+USyiobGDM4g4/KqoPDXj8qq+aS6YWHnBMNdXaXUbZdxzGDB+B0CBvK67lgakGf1KG2xZoH4XAI//nmaWyuaKSirpWX1uzlD29tJjPFxeljc/lwSzWl++qDLYktFQ389OX1DEhysej783h/UxVllY3cd/VMiu1lm//4xemdnuu+a2bR1OZlWnE2Ty/bxe0vrMPtFC6aNpQN5fXBFsLIkIBQPDCN4oGptHqiNxAgJz2Js+wWTIDb6eDv18zirdL9TDuK//v+QFsIMRZoGbxRsr9X/cjbq5u45YlV3GuPYoiETfsbWFxWzbWnDMftdJA7IJkTCrOCsy+PVOCD+XAB65zJQ6hqaGNgehI/On9icHPxz80opNXj5/V1PbcS6lo8vL6unFfXlrOloiEYiDJTDg0iZ0/KB+CN9VYr4Znlu8lJc3PmhMF8VHYAYwzvb67iwr9+SE1T+yHnR0rXFkKK28novHQ2RGG0T3dCE/4FWamcMS6PL55YzJNfm8uHP/gsi28/k3uumkl6kpP7P9gaPO+v75aR4nLS4vFx1+sb+cvCLUwqyOTcyfndPteYwQOYZl91XzFnGN88ayy3zBvDwPQk5owcSEaKi+w0N1lpnf9XLp42NLjkc1/Kz0rh2pNHdLvvQn+nLYQYC3TLVDW0sWLHwcMml1bvskZf/PvTffwwZBRFbyzbfpDReekMGtCRdPP6/Pz9/a2kuB1ceWLHSopnjMvjvve3Bj882r1+DjZZSy4kuXq+juiuhdDVzy6azE8vnHTIm2/msByGD0rjxdV7ubybZF5Lu48r7/8kOGzS7RS+PX+c9bxphz5vflYKM4Zl88qn+5henMNbpfu59uQRjBiUxrsbK9l5oJnfv7mR9Xvr+ccH27j9vMMPcTwagaRy6O9mYkEmy7f33Rbidc2ebv82xSEbtFwxZxiPfLyD284dT6vHz7/X7uPGz4zC4zU8ZC9V/cC1s4/of/C7Z48L3nY7HVw+qzjsOlffPzc6v3/VM20hxNiG8nrmTxxMssvB6+sPvzBWYKLPvrpWVu7q/cJorR4f1zywlFueWIUxBmMM9723lVPvepcXV+/lihOHdZo6f8b4PHx+wy/+XcL8P77PuJ+8ztzfLORbT68+7HMFr9RTD3+9Ee5KTES4dHohS7Yd6LSc8e6Dzfz7033UNLVz+wtr2bC/nj//13RevOUUUlxO7l64xXrebjYgv3R6IZsrGrnmwaV4fIb/OrE4OLv1rjesYJCfmcIjH28/ZEJbT623qoY2/vDmJsoqD58HCIzwCV2GYUJ+JvvqWoPdSaEivUqsMSbYZXQ4XzltJACX/30JX310OSkuJzeePopvnTWWgelJTCu2ZhYfi59eNIm7r5xxTI+hIkcDQgzVNrezt7aF2SMGMm98Hq/3YvncT3fXMrUoixS3g1fW9H68/sb9DbT7/CzdfpB/rdrLg4u3c9cbGxk3JIO/XzOLn1wwsdPxM4qzyUxx8cKqvWSkuPj2/LFcMn0or6/ff9ilFnrbQujJ52YUYgy8tNp6jX6/4eYnVvKNp1Yz81dv8/KafXzv7HFcOqOQGcNy+PbZ42izJ5+FyyEAXHvycN67bR7/d+1sHrxuNuOGZDAyN52CrBReX7+fIZnJPHbDHDw+w72LrK6SrVWN3PDIcqb+/E12Hzx0iGq7189N/1zJPYvKOOdPH/C9Zz8NJtXDqWluP2TNmokF1sbqG7pMUKuob2XaL9/iuRWdl0LorXavnxsfW8GijR0jthrbvPj8huzUw6+bU5idyt1XzGDGsGxS3E6+c/ZYBg1IJivNzWvfPJ3Hb5hz3Hat9FfaZRRDge6OyUMzKchK4c2SClbuquHEEQPDHt/q8VFaXs8Np42iOCeN19aV87OLJvVqjfTAh/iovHR+8UoJTe1ezpuSz9+umhm2ye9yOnjiq3MBgonl+lYPizZW8ud3tvDAdbO7fa7uRvsciRG56cwcls0TS3dyxYnFvLuxkvV767ntnHG0evyIwK2fHRM8/tqTh/P0sl1sr24iPSn8UEURYURuOiNC1o0REU4dk8vzK/fwlVNHMm5IBpfNLOKRj3fwz0924jOG9CQXTe0+Xlq9l2+cNRavz8/ismoGpifx1LJdrNxZw68/dwI7DjTx0OLtbKtu5NGvzAnbUqlt9gQTygGBkUYbyuuZG9Jl+GbJfhpavfzi36WcMiaXwuzUI/odPrdyN2+VVtDc7guOkw8G6160EAAumFoQNtmdn5VyRHVRiUEDQgwFEsoTCzJJcTtJcTt4ec3eYEBYv7eOMYMHBJOtpeX1eHyG6cVZTC/O5tV15XywpSo4ZronJfvqyUp1c+/VM7nw7sWMz8/kf784rcf+364jjDJT3Hzt9FH879ubWb+3jindJP3qWjy4nULqMY4hv/28iVzz4FKuf2Q5FXWtTCvK4pZ5Y8LW2e10cO/V1uSiI71q/fzMQnYeaOKqk6wcyo8vnMiovHTqWjwku5xcPXcYtz6xihfX7OXrZ47h/z60WlcBN88bHTx35rAcvv7kKr704DJuO2ccJ40c1CnnUtvcTlZa56vzvIxkBqUnHZJYfqukgoKsFOpaPNz+r7U89pXeX5G3enzc824ZIrBk2wFqmqyWSbgchlIB2mUUQ6X76hmSmUzugGQGJLs4Z1I+/1lbTrvXGht/4V8Xc/nflwT70T+18wfTi3OYNz6PopxUfvLi+l5NICrZV8eUwkwm5GfyytdP4+mvzT2qCTHXnzqCrFQ333v2U/Z1Wa10Q3k9Ow80BRe2O9buhDkjB3LPlTNYv7eO/fWt/PiCST0GsLFDMrpNQvfklNG5PHfTKWTYV/SZKW7++4zR/GDBBL41fyy5A5L53IxCtlU1sbismvveK+P0sbnc/6VZ/P2aWdx2zvjgYy2Yks/frp7JlooGvvTgMub8+p1OyyHXtniCs5QDRIQJBRls3N+Rg6hr8fDJtgNcMr2QO86fyIdbqnmmyyqaVQ1t/Nc/lnTqEgp4atkuyutaueO8Cfj8hrdLK4KPCxzSSlEKNCDEVGl5fbC7AOBzMwupbfawaFMlf3lnCzlpbrZVNXLRXz9i5c6DrNldS35mCvlZKaS4nfz9mlkcaGrnG0+t7jTLtCuPz8/G8gamDLWu6CcNzex1l0FXGSlu/nbVTPbWtnDp3z7i2eW7ebNkP7c+sYrz/vIhF969mBU7DkbsCvScyfnBHMeckeG70vrCeScUkORy8PUnV1Pf6uWO8yZyzuR8FkzJP2Sd/nMn57PyJ2fzu8umUtvs6bSIX7guI4CJ+Zls2t8Q/Du+t6kSr99w9qQhXD1nGCePGsSvXt0QnDvh9xu+++walm4/yE9eWt9pqQ+Pz8+9721l7qiBfO30URTlpPL6+vLg80PHsFelQmlAiJFWj4+yysbgpB+A08fkkjsgmbte38jS7Qf5xpljefHWU0lPdnLl/Ut5d2Ml04o7ummmFGbxq0un8PHWA3zxH0tYseMgW6saebu0InglCFBW2Ui7z9/puY7FaWNzef7mk3E7HfzgX2v578dXsmhTJV//7BiGZKWwuaKx28Tu0Th70hC+evqoiD3e0chKdTN/4mDqWjxcNG3oYX+XqUlOezE1a+4IWCOV6ls9h3QZgdVt2ObtWMLirZIKcgckM6M4G4dD+N1lU/Ebwx0vrONAYxt/XriFD7dU84WZReytbeGxJTuCj/VRWTVVDW3ccNooRKxlGhaXVVPX4uloIRzlBYHq3zSHECNllY14/YbJQzs+4F1OBxdPG8pDH20nLyOZq04aRorbycu3nsrXn1zN4rJqZoSsmQIEu0h+/+YmLvv7kmD5/ImD+b9rZyMiwYRyd33+R2NCfibv3nYG+2pbqW/xMGxgGjnpSdxw2khu+udKJuRnROy54sU1c4ezfEdNp7H0PUlxOynMTg0GhPoWa6XTrl1GYAUEgNLyBooHpvHepkounl4Y7CIrHpjG7edN4KcvlzDrV+8AcNG0ofzh8qkcaGrjnnfL+OLsYrLTknh1bTkZyS4+M84aUrtgSj73f7CNhRsqgnshaA5BhaMBIUZK9lkf0qFdRgBfmFXIQx9t5+YzRgeTydlpSTzy5RN5o2R/pzVWAi6fXcwFUwt4YdVekl0Otlc3ce97W/nP2nIumjaUkn31pCc5Oy0PEAnJLicju+z0lJOexDP/fXJEnydenDI6l+U/nn9E54zMTQ9e9XfMUj70w3jM4AG4HMLG8nqMMTS1+zhvSucZwNecNJxUt5OmNi/5WSl8dsJgRIQ7zpvIeX/5gD+9vZkfXzCJt0orOHvSEJJd1v/P9KJs8jNTeLu0gmED00h2OYL/W0qF0oAQI6X2h/SwgZ1XQpw8NIt3v3fGIR+0LqeDC6cO7fbx0pJcXDN3OGB1TXy09QA/f6WEkbnpfLqnlokFmVFbKEx1b2RuOi+u2osxhupGKyDkhOkySnI5GDN4ABvK61m+4yDDB6Vxmj1pLsDhkLBJ8/H5GVwzdziPf7KTwZnWqKTQoaIOh3DmxMG8vHov50zO1+4i1S3NIcRIaXl9tx/So/IGHNMIHadD+N0XptLQ6uXCvy5m9a7aiHYXqd4bMSidBns7ybV7agG6zT9MLMjkk20HWb6jhqtPGnZEAfx7Z48nJy2J37+5iYwUF6eN7RxM5k8cTFO7j3c3VvZqUpo6PmlAiAG/37ChvCFiSd5wxudn8NZ3PsNfr5zBTy+cxH+fEduk7PFqpL014o7qJlbtqqEoJ5XBGeEndU0syKDF4yPJZa3xcySy0tzB9ZdCu4sCThmdS6rbGdwLQalwtMsoBnbXNNPY5mVyFAMCcMisXNX3AnmbbdVNrNxZw0kju1+8MJBYvmjq0EOWt+iNL8wsoqqxLezqoyluJ6eNzeXt0gpNKKtuaQshBgIrnE4q0G6c/q4oJxWXQ1iy9QAV9W3MtDcGCmfW8BzOPyGfWz4bfv/dw3E4hFvmjWF03oCw9we2e9RJaao72kI4Bn6/OapEbem+epwOYeyQ8G9c1X+4nA6GDUwL7sMwa3j3k+vSkqytF6PlzAlDEFnHwKNofajjg7YQjtJ7myqZ8+t3gstRH4nS8nrG5A3QoX/HiZG56bR4fKS4HUwoiN38jLyMZP5xzSy+dPLwmNVBxTcNCEfB7zf89vWNVDe2c8cL6/D0sGxEOKHbEqr+L5DHmVqUjbsXK9NG0zmT8w+76bs6fmlAOApvluxn4/4GLrb3hX3Y3j2qN/bUNLO/vjXqCWUVPwJzSmZ2mWWuVLw57nIIS7Ye4O3SCk4fm8v04mw8Pj/tPj+pbicG2HmgmaqGNrLT3ORnpjBsYFqnPIHPb/jzO1sYnZfOn/5rOs3tPv749mbavX7OO6GAnQeaKKtsZNyQDMYNyWDVrhrW7KolJz0Jj8/Pgx9ux+WQ4E5dqv8bN8TqJpozUgOCim9iTGS36DtaIrIA+AvgBB4wxvy2p+Nnz55tVqxYccTP88hH2/n16xtp9/aumycj2cXYIQNo9/mpb/Gyv66Vdp+fu6+cwcXThlJR38p3n13DR2UHun2MJKeDdrtbad74PH5ywSTGDNaE8vHCGMPS7Qc5aeRA3WFMxZyIrDTGhN3hKi4Cgog4gc3A2cAeYDlwpTGmtLtzjjYggLXS6PIdB9m0v4EUt5Mkp4MWjw+f3zB8UBpDMlOobfawt7aZtXvq2F7dRIrbSUaKi/ysFCYVZNorWXa8ubdXW2vljx08gLGDB7BxfwObKxqYWpTNtKIsPD5DXYtHd5pSSsVUIgSEk4GfG2POtX++A8AY85vuzjmWgKCUUserngJCvCSVC4HQ7aD22GWdiMiNIrJCRFZUVVX1WeWUUup4EC8BIVzH6iFNF2PM/caY2caY2Xl5eX1QLaWUOn7ES0DYA4Su5lUE7ItRXZRS6rgULwFhOTBWREaKSBJwBfBKjOuklFLHlbiYh2CM8YrI14E3sYadPmSMKYlxtZRS6rgSFwEBwBjzGvBarOuhlFLHq3jpMlJKKRVjGhCUUkoBcTIx7WiISBWwM8IPmwtUR/gxIy3e66j1O3bxXket37GLZR2HG2PCjttP2IAQDSKyorsZfPEi3uuo9Tt28V5Hrd+xi9c6apeRUkopQAOCUkopmwaEzu6PdQV6Id7rqPU7dvFeR63fsYvLOmoOQSmlFKAtBKWUUjYNCEoppYDjLCCISIqILBORT0WkRER+0eX+20TEiEhuSNkdIlImIptE5NxY1U9EvmHXoUREfhdP9ROR6SLyiYissfermBOL+oU8p1NEVovIf+yfB4rI2yKyxf6eE3JsPNTv9yKyUUTWisiLIpIdy/qFq2NIeUzfIz3VLx7eI93VL97eI90yxhw3X1j7Lgywb7uBpcBc++dirMX1dgK5dtkk4FMgGRgJbAWcfV0/4LPAO0Cyfd/gOKvfW8B5dvn5wHuxqF9IPb8LPAn8x/75d8Dt9u3bgbvirH7nAC779l2xrl+4OtplMX+P9PA7jIv3SA/1i6v3SHdfx1ULwVga7R/d9lcgq/4n4Ad03pjnEuBpY0ybMWY7UAbMIUp6qN/NwG+NMW32cZVxVj8DZNrlWXTsZdGn9QMQkSLgAuCBkOJLgEft248Cl8ZT/YwxbxljvPaPn2DtBxKT+nVXR1vM3yM91C8u3iM91C9u3iM9Oa4CAgSbcmuASuBtY8xSEbkY2GuM+bTL4b3a2jPa9QPGAaeLyFIReV9EToyz+n0b+L2I7Ab+ANwRq/oBf8b60PKHlA0xxpQD2N8Hx1n9Qn0FeN2+HYv6QZg6xtN7JFz9iKP3SDf1+zbx8x7p1nEXEIwxPmPMdKyrsDkiMhX4MfDTMIf3amvPSApTvylYy5TnYHXPfB94VkQkjup3M/AdY0wx8B3gQfvwPq2fiFwIVBpjVvb2lDBlMaufiPwY8AJPBIrCHBbVv2+4OopIGnHyHunhdxgX75Ee6hcX75HDiZv9EPqaMaZWRN7DarKNBD61/n8oAlbZSZ+Ybe0ZUr8Fdj1eMFan4zIR8WMtjhUv9bsO+JZ913N0NJX7un6nAheLyPlACpApIv8EKkSkwBhTLiIFWK2buKmfMeYaEbkOuBA4y/47x6J+YesIPE78vEe6+xvHy3uku/pdRHy8R3oWq+RFLL6APCDbvp0KfAhc2OWYHXQkzCbTOeGzjegmbcPWD7gJ+KVdPg6riSlxVL8NwDy7/CxgZSx+f13qOo+OhN7v6ZxU/l2c1W8BUArkdTkmZvXrWscu5TF7j/TwO4yL90gP9Yu790i4r+OthVAAPCoiTqzusmeNMf/p7mBjTImIPIv1ZvUCtxpjfH1dP7H2mX5IRNYD7cB1xvpvipf61QJ/EREX0ArcCDH5/XXnt1hdCDcAu4DL46x+92B9ILxtX4F/Yoy5KY7q1604quNDxMd7pDtfI77fI4AuXaGUUsp23CWVlVJKhacBQSmlFKABQSmllE0DglJKKUADglJKKZsGBKWUUoAGBKUiSkSyReSWkJ/ndV1C+jDnPyAik8KUXy8i90SqnkqFowFBqcjKBm453EHdMcZ81RhTGrnqKNV7GhDUcUtERoi1Mc0DIrJeRJ4Qkfki8pFYm+nMEWtznZfE2rzmE3sxRETk5yLykIi8JyLbROSb9sP+Fhhtb4Tye7tsgIg8bz/XE/aia93V6T0RmW3f/rKIbBaR97HWyFEqqo63pSuU6moM1lIWNwLLgauA04CLgR9hrYmz2hhzqYicCTwGTLfPnYC1MUsGsElE7sNaK2mKsVaERUTmATOw1qzZB3yE9eG+uKdK2Yvw/QKYBdQBi4DVx/5yleqethDU8W67MWadMcYPlAAL7TVw1gEjsILD4wDGmHeBQSKSZZ/7qrE2NqnGWkF1SDfPscwYs8d+jjX24x7OSVi7alUZY9qBZ47q1Sl1BDQgqONdW8htf8jPfqwWdE/r1Yee66P7Fndvj+vueZTqExoQlOrZB8DVEOz+qTbG1PdwfANWF9KxWgrME5FBIuLGXqFVqWjSHIJSPfs58LCIrAWasTYD6pYx5oCdlF6PtRXmq0fzpMbazOfnwBKgHFgFOI/msZTqLV3+WimlFKBdRkoppWzaZaRUDIjIi1hbJob6oTHmzVjURynQLiOllFI27TJSSikFaEBQSill04CglFIK0ICglFLK9v8BlJV5WYi09goAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Cs/Q7qoKgZIVbyyiQZQwhHI3jGhcDkdl5sp2O9IVjDA7FZ03efiLtVC0ERRmN4zLyWgiZCUJfOJp4rhbC7CAWN4n/ZfdAdIKtC4OwxhAUZWzicYNfhhemZRpD6PdYBRpDmB30R4ZFYDb0IDbGJILKaiEoSgpiOYoh9HkuHgOR2XmynW54RX42xBG8aw9miwssGRUEJSvixiCetNNMLYS+8PAJpi6j/OPGu1/gyz/bNal9ej1uwNkmCLO1dIWuQ1CyIm4MAZ8vYSEMZRhU9roX1GWUf+w/2UdZaHKXi36PyHfPCkEY/jyzVRDUQlCywnUZZRtDUAshvxmMxiZ9Ufe6AWeFINhAsk+0dIWipMRdmJZtDEEthPxmcCg26cCwN3Ose7Dws4xcESgPBdRCUJRUxJPWIWRsIXgCkLoOIb8wxjA4FJ90HKBv1gWVnc9TUVykFoKipCK5/HWmC9P6dR1C3uKmWE72ou7+T0Wgq382CILzd6goVgtBUVLiLkwL+LJrkOPeTQb9PhWEPGPQ+s77IzGGJpF/72YZzakIzYp1CG4MobKkiEgsTnwW9hBXQVCywqllBAG/6zLKMIYQjlIW9FMa8jOoLqO8wlu3ZzLBYXcdwryqklnlMqosdrKtZuPiNBUEJStG1TLKwkIoDQUoKfKrhZBnDHrKNEwmONwXiRIK+KgrC84OC8G6iSqLiwAVBEUZhbswLesYQsSxEIqL/AzM0joxhYo3/34yd/p94ShloQBVJUWzxEIYjiHA7KxnpAvTlKyIJxrkZBlDCMcoDQYwaJZRvjHCQpiMyygcozTop7I4MCuCym4gubLkNLYQRORbItIqIts8Y3eIyBER2Wwf7/K8d7uI7BWR3SJylWf8QhHZat/7moiIHQ+JyPft+EYRWZzjz6hMIQmXUbYxhEiUspCfkiKfrkPIMwYztRAiUcqCjoXQE44WfBB2OO3UtRBm3/c0HZfRvcDVKca/aoxZYx8/BRCRc4AbgJV2n6+LiNsL8S7gFmC5fbjHvBnoMMacAXwV+FKGn0WZAeJx2zEtFzGEYICSoMYQ8o3wiBjC5ILKZSE/lSVFGAM94cJenOb+HSpO5xiCMeY3QHuax7sGeNAYEzbG7Af2AutEZD5QaYzZYJwO6vcD13r2uc8+/wFwpWs9KPlP3Ixch5Bx+euwayH41WWUZ3gttslYCL02huC6WAq9fEVyUHk2xhCyCSr/hYhssS6lGjvWCBz2bNNixxrt8+TxEfsYY6JAF1CX6heKyC0isklENrW1tWUxdSVXDK9Udr5KmRe3cyyE4iL/CBeFMvN4/x+TaXTjxhCqrCAUemDZdRmVa9rpKO4ClgFrgGPAv9jxVHf2Zpzx8fYZPWjM3caYtcaYtQ0NDZOasDI1xOK2Y1qWMYQ+m2VUUqTrEPINb1B50jGEUCBxRz0bLISg30dJkeMFVwvBYow5YYyJGWPiwDeAdfatFqDZs2kTcNSON6UYH7GPiASAKtJ3USkzjGMhZB9D6A/bdQgaQ8g7EsHUUGBSMYS+8HBQGQq/a1p4KE4o4CMYcC6bkdjs+55mJAg2JuDyfsDNQHocuMFmDi3BCR6/aIw5BvSIyHobH/gw8Jhnn5vs8+uAZ2ycQSkA3BhCorhdBi6jSDROJBZPWAgqCPmFayE0VIYmdZfvLDb0U1U6e1xGoSIfIVcQZmE9ownXIYjI94DLgXoRaQH+AbhcRNbguHYOAH8GYIzZLiIPATuAKHCbMcY9u2/FyVgqAZ60D4BvAg+IyF4cy+CGHHwuZZqIxUcuTBvKwEJwg8ilwQBDMaeyZjxu8Pk0tyAfcIPKcyuK0xaEoVicSDROWTCQKPUwmfhDPhKOxgkF/AkLYTZWPJ1QEIwxN6YY/uY4298J3JlifBOwKsX4IHD9RPNQ8pO4bZDjikImMQS3kUpZyJ8I1IWjcUqC/vF2m3ZiccPe1l7Omlcx01OZVtwLX31FiK0tA2nt43ZLKwsFKA8F8PtkFlgI1mXkn1pBGByKUVw0M999LV2hZEXcDDfHCfgkoxiC2xynNBhIBOzy0W30q12tXPWvv2HPiZ6Znsq0Eh6KEQr4qCoJpF3LKCHyQT8i4qxWLnRBGIoRDPgIFU2dILR2D3LuHb/g2ddnJotSBUHJipgxuKtGAj7JKIbQl7ib9Oe1IJzsDQPw0oGOGZ7J9OLesbo1idIJ8SVE3vZhriwpKvygcjROqMhPyO98R6cihrD/ZB+RWJxf7WrN+bHTQQVByQq3lhE4lkImFkKfx0Iotm6ifFyc5pZz3nz4dBOEOMVFPiqLi4jFTeLvMB69VuTLQ87/czYUuAtHHUtp2ELI/Xf0ZG8EgE0HZybRUgVByQp3YRpAwO/LqKdywt/scRnlYz0j12rZfLhzZicyzTgXwsktMHO7pZUGHQuhujRIe19k6iY5DSTHEKbCQnCt0B1HuxMNhqYTFQQlY4wxiY5pgA0qZ2Eh5LnLyHWD7GntpafA3R+TIWEhTGI9gdsBr8wKQmN1CUc70wtI5yvuOgSfTyjyy5TEEFxBiBvYfKgz58efCBUEJWPca7/rMirySVr9EL7y1Ot89tGtidf9ibRTP8XWHM9Hl9FAxLkAGANbWrpmeDbTx2B0OIYA6fVH7gsPizxAU00JJ3sjefl/TZdIzEk7BafV61RZCOWhACIz4zZSQVAyJm6Di9aCxu9Pz0J44Y1T/OS1o4ngZJ/HvVCcxxbCwJBTXgOm121kjOHbLxyks39mXC6DQzGKPS6jdDKNXKuv3AaVm2pKADjS2T9Fs5x63BgCQDAwNYLQ1hOhqaaEFfMqefng9MeqVBCUjHEv/q7LKODzpbUwrWtgiO7BKMe6BoGRFoK79iAfYwj9kRj1FSGWNpTx6qHpO1lbOgb4ux9t46dbj0/b7/TiZNf4EjWJ0oshDP9PYVgQDncUrtsoPBRPBJRDAf8UBZXD1JeHWLuohlcOdhCd5gJ6KghKxgxbCN4YwsRfYPeCsvNYN+DcTQYDPoo8hcPyVRBKivyc31zD5sOdaaVf5oIee0feN0P9BAaH4iOCyumsVvZmjgE01ZQCjrgVKu5KZRhpIeTScnMEIcjaxTX0RWLsOj69a15UEJSMSY4hBNKMIbiC4H7Z+8OxhCsmEVTOQ1/zQCRGSdDPmoXVnOyNcGSagqTuxXUmsk7AWZBVXORLlH1Ox0LoC0cpKfInbhYaykME/T5aOhyXUWvPYMEFmb0uo1DARzga54V9p7jwC7/k4Km+rI9vjElYCOc1VQOww940TRcqCErGDLuMnNeBNGIIkWg8ER/Y4bEQ3DtJ12U0kIelhQeGnPr+zdb9caJ7cFp+b6+1ENwsp+nGvTP2+4SK4vQqnvbZbmkuPp/QWFOSsBA+9fAWbv32y1M251xjjEmkncKwhbDzWDexuElYu9nQH4kxOBSnviJEQ0UIYNpTdVUQlIxxe+S6d4GlRYGEe2MsvHeXu+xJdKJ7MJHS6J5w2QSVuweH2HE093dWjssoQE1pEICOvulJPXVbT7qLvaabQWshgNMtLN11CK7IuzRWl3CkY4BY3LDpQDuvn+gtmD7LQzGDMRCyFqxrIbhWzsFT2QfL3ZTT+vIQpUGniF6HCoJSKCTHEJbUl7HvZO+4+7gXk8V1pew/2cfBU31seOMUV6xwGh6JiNMkJwtBuOe3+7n268/n3MUyEIlSGvRTbcs5d07Tyls3djCVFsI3n9vPSwdSpzl6i63VV4Ro6wlPeLxe2y3NS5O1EHYf76E/EmNgKMaJnumxsrLFDSAnWwhHO535H2zPpSAEERHqyoKcUkFQCoWYGZlltGxOGSd7I+MG2Vx3w/qldcQNfPlnu4kbuO7C4b5KJcHs+iof6xwgEo2zaYwLXKa4QeVqayFMVxpo7xQHlWNxwxef3Mk9v92X8v3BaDxhITRWF6fl+++PRBMppy7OWoQwG/adSoztb8ve9z4duIvQhgXByTI62uX8LQ7lwEJo63G+T/XljruopjSoFoJSOLgJRW5Q+Yw55QC80Ta2leBaCBcvrQXgia3HWLuohiX1ZYltsm2S4/pdX9iXW0EYGHKCypXFTjnnjukShLArCFPjMjrRPchQzLDtyGg3WzQWJxY3ieya+VUlHO0cHDfDKm7LhM+rKh4x7mYa/fi1o4meAvtzEIydDoYFYQyXUXv2n8O1ENz4QV25WghKAZG8MG1ZgxWE1rFPDjdlcXVjVSKj6LoLm0ZsU1zky0oQ3JNo4/5TE2w5OQYijhtERKguKaIjjRW7uSAhCFPkMnIDvUc6BxIXJZdBeyF0LYQF1SUMDMXoHOezbz3SRWtPmCtWzBkx7q5F2Hy4kzefUU8o4CscC8F+H911CMGAj75IlNaeMEV+4WjnIENZrhlw//a1ZcHEz+m66XBRQVAyJnlhWlNNKcGAj71pWAjVpUHOmldBcZGPd587f8Q2JUE/g1m4jE71OSfWlpaunLlZItE40bhJ+MWrS4umzWXUF55al5GbCgrOxdyLG8txYwgL7F2/6ypJxS93nsAn8NazRgpCoxUEgAusVbj/ZIEIQpLLKBTwWUsJzm+uIRY3HMlyjcXJ3jA1pUUU2TusmtIg7b0qCEqBkLAQPMXtltaX8UbrOIJg7yyrSor4qyvP4AvXrqbCroB1ydpl1BvhzLnlTjZLjpb/uzEN98Lo+HenN8sonbLTmXC43bmQicDWljEEwbpKFlQ7F3U3mPq/H9vG9f/1O/7n+f0Jf/dTO06wdnEtNfZO12VORTFFfue7csHCQhWEYZeRe0O0flkdAIeyDCyf7Ikk4gcAdWVBesLRKVkRPRYqCErGJBameXofL5tTPqGFUBr0U+T3ccWKuaPcReBcdDMVhMGhGH2RGO84Zx4Bn/DCvty4jdz5eMs5T5c53xee2oVpLR39zKkIsbS+bJSFkLgQWlfJ/GrHQjjWNYAxhkdfOcL2o918/sc7uPbrz/Pa4U52He/h7WfPHfV7/D5hQXUJPoHzmqtYUl/Gofb+aS/PkAkJl1HCQhjOoLpkqSMI2WYauYvSXFxBHc89l2tUEJSMSV6YBk4c4XB7/5hpo10DQ4maOGNRUpR5lpEbUG6qKeG85uqcCcJwm0/XQiiathN1eGFabErKZbR0DNBcW8rqxqoxLQT3Alhf5qw4PtI5wNGuQXrCUT77rrP53p+u53jXIDd+4wUA3nbOaEEAOKOhnNVN1ZQGAyyuLyMaN5MqZ7HtSBevTEMdqd3He/jL772auDtPFkY3KA6wprmaUMDHoSwD5Cd7w9RXjLQQAE5No9tIBUHJmOR1COBkGsUNHBjj5OgaGErUxBmL0qA/4wCqe/LUlgV507I6trR05WRFseuucVdS10xjwM+1DGJxMyU1+A939NNUU8LqpmqOdw/S6vl7DQ6NDCr7fMK8qmKOdg6y+7iTlbRiXgWXLKvj3288n8GhGMsaykZkjXn50nXncveHLgRgqd0mHbfRlpZOPvjfG3jPvz/HH9+zccprXX37hYP8+LWj7DnhWLvJLiO3SU5dWZCSoJ+FtaVZL0472RuhvnzYzeYGl6czsKyCoGRMcgwBYFmDc5LvHSOOkI4gLKguyThrww0o15UHuf7CZuLG8MCGg5M+TjKuy8jNjKouLSIcjU9LzSWvqyjXgeVoLM6xrkGaako4t6kKGBlYHl6QNewiWVBdzLHOAXYfd/7HZ86rAOAdK+dx30fW8X+vP2/M31dfHmJupeN2ckVj3wSC8EZbLx/65ovsP9nHH1zQRH8kxqYc9bXe29rLPz25c4TbyhjDM7ansTu3SIqgMgzHVBbVlWYUQ2jtGeR/P7aNn207Tm84OsJl5ArCqb4Ixhge2nQ4rV4U2TChIIjIt0SkVUS2ecZqReQpEdljf9Z43rtdRPaKyG4RucozfqGIbLXvfU1saoqIhETk+3Z8o4gszvFnVKaI5CwjgKX15YiMnXraNTCUKFMxFkvqy4hN0pXg4rqM6spCLKwr5e1nz+U7Gw9mfUc54CnRDQyXr5iGu7e+cDTxe3O9FuF49yCxuKG5ppRz5lfik5HNf8JJFgLAgiqn+9nu490sqCoe4QJ88/IGzl9YQzrUlgWpLA5wYBxBaO+L8JF7XyLgE37wsTfxj9euJOj38evdqZvQH27v52fb0i8T/qNXj/Dfz+7joU0tibHXT/QmChe6abHu/7nMLrYLJgTBEbeFtU48ZDIuvYOn+rjurg3cv+EgH7N1nRpSCEJHX4S9rb387Q+28PDLh9M+fiakYyHcC1ydNPYZ4GljzHLgafsaETkHuAFYaff5uoi4txZ3AbcAy+3DPebNQIcx5gzgq8CXMv0wyvSSWJjmcRmVBP00Vpew9Ujq8tDdaVgI7p2j90JhjOG+3x3gK7/YPe6+CZeRNb0/ctkSOvqHeGzzkYk/0DiMchnZ8hXTIQi94WjirjrXaxHcDKOmmlLKQgGW1JeNqLCZnHYKzl3xiZ4wO451c5a1DjJBRFjSUD6uy+hffrGbY12D3P3htSysK6U0GGDdklqefb0t5fb/+au93Pqdl9NOCXZLrXzlqdcT1pdrHVQUB9hv3999vIeKUID5Nu02lYXQH4nR1pu6rMfh9n4+8N8bOGytiJO9Ya77rw10Dw7x8Mcu4Ut/sJpLz6hjvQ1Qg5O4IOJYCK9b19UbU7xuY0JBMMb8Bkhe8nkNcJ99fh9wrWf8QWNM2BizH9gLrBOR+UClMWaDca4S9yft4x7rB8CV4r3lVPKW5IVpLlevnMcvd7Zy5xM7RxUvS8dltDjJlTA4FOOTD73GPzy+nX//1d5x+xmf6otQ5Bcq7J3cxUtqOXt+Jf/z/IHJfLRRDAyNbhoP6bWTzIZwNMZQzDDHBhtz5TLqHhyyVphzgXIXjZ09v5Jdxz2CEE0tCLG44fUTvQl3UaYssTWtxuK1lk4uXlLLhYuGrY7Lz2pgT2tvyvLjLx/swBjYuH/4ktUbjvK1p/dw23deGVU9dF9bH821TkmNb9jSHb/a1co58ys5r6k6Mbddx7tZMb8iYQ0HrQut0QqCuyhzrKKK//XsG7y4v52HNzl3+I9tPkpbT5j7P7KOixbX8sGLFvKdj65nYV1pYh+/zy6A7Ivw+gmnVPx4VQByQaYxhLnGmGMA9qe7AqUR8No0LXas0T5PHh+xjzEmCnQBdaRARG4RkU0isqmtLfUdgjJ9JNcycvnsu87mpksWcc9z+/nUw68lYgFDsTh9kdiEglBXFqQiNOxK+PLPdvPDV4/wjnPmYgy8Ok7z8fa+MHVlocScRIR3r57HruM9Wfn7+5NcRtUJC2FqBcHNMHLLQPTlKGZx9Vd/w9/9aBstHQOIDN/pnj2/ksPtAwnRdV1GIU9WjZt6Ck5AORuW1JdzpHMgpUsvGovz+oneUb/j9850CiE+u3vkNaBrYIg9Nna14Q0nu2zjvlO85cu/4itPvc7Ptx/nA/+9geO2U188bth/so+rV87jXavncdev3+CrT73Oy4c6uGLFHJY2lLHvZB/GGHYd62HFvMrE70q2ENYuriEU8KW0XNp6wjz8snP5+8nWYxhjeGLLUc6eX8m5tu/BWNSWBWnvi7Cn1RGEfXkqCGOR6s7ejDM+3j6jB4252xiz1hiztqGhIcMpKrkiUf46SRB8PuGO963kk28/kx++eoQ/e+BlBiKxRNmKqpLAqGN5EREW15clMpV+u6eN3zuzga98cA0+YdzFZu19kYTv1aXK3s33hDO/eKdamAapXUYDkRjff+lQTvLr3ZiBayH058BCiMcNR7sGefClQzy14wTzKosTPnH34uvekaZyGbl3xQBnzR2+SGbCEpuEkCpD58CpfiLR+IgLMTiZbI3VJaPiCG6f68riQEIQvvLU64QCPn5026V8+6MXc7xrkBvu3sBQLM7RrgHC0ThLG8q5470refPyev7t6T3E4oa3rpjDkvoyegajbGnpoiccZcX8YWFyXYfu36K4yM/FS+tSCsL9Gw4wFIvz0cuWsK+tj2d2tfLKoU7ek7RCPxUJQbAuo5O9kSm1SjMVhBPWDYT96f5nWoBmz3ZNwFE73pRifMQ+IhIAqhjtolLyENcb5Evh4RMR/vLK5dz5/lX8ancrn35kS6I5e1Xp+BYCkFjF2tXv3PVdtLiG8lDANh93vh694eiogOTJ3gh15SMFodJ2+upNozn8WCQHlRMlsFMIwud/vJ1PP7KVl3KQCeOKmBtDyMXitH57kTfGaVLU5CkpsWK+c/HdccwKQnR0UNn1o/t9wrI5qdNL02U49XT0na/rukqOU4gIbzmznt+9cWqE6L5ysAOfwIcuWcTuEz28dKCdjfvb+dAli1jTXM36pXX847UrOXCqnx1Hu9ln/fFL6suYU1nMPTddxMMfu4S/e/fZnN9cnYhl/XTbMedv4xGmt541hzvfv4rVjVWJscvPbGBfW18iTgCOi+/+DQe56px53Hr5MnwCn/nhVgDee+6CCf8+tWVBTvQMsv9kX0Ks35igxHw2ZCoIjwM32ec3AY95xm+wmUNLcILHL1q3Uo+IrLfxgQ8n7eMe6zrgGTNdzWqVrHCzjHzjfIv+6OJF3HDRQp7Z1Zrw307kMgInjnCkc4AXbIG6C6wPee3iGl491Ek0Fuczj2zhvf/+3AhXUCoLwS3DPFHznvHoH4pR5JdEnZlQwE9p0D/KZfTUjhM8+JLjNU0uFJcJCQvBCkIuyle4VsYFC6sBaK4Z9ls7WUOBRPOi5IVpABXFRVQUOwFo73gmJMeLvOw+3oPfJ4kqul7WL62jNxwdEQB/5VAHZ86t4G12lfSnH9mC3ycjVsNfuqwegJcOtCfcL0sbhkXtosW1fPTNS/H5hKX1zu99cquTteQVppKgnz+6eBE+T0LF5Wc5Xguv5fLMrla6Bob4yGVLqCsP8aZl9bT1hDm3qWpEvGAsasuC7GvrIxo3XLVyHsC4pWGyJZ200+8BG4CzRKRFRG4Gvgi8XUT2AG+3rzHGbAceAnYAPwNuM8a43+BbgXtwAs1vAE/a8W8CdSKyF/gbbMaSkv+kWoeQivVLa+kNRxPVR9MRhCX1pRgDj75yBL9PWNNcDcCFi2roj8R4cttxnth6jJ5wdISZ3t4Xoa4sNOJYbq2kbO6uB2wvBC81SeUr2vsifOaRLSy2J3ou2h/2uhaCdRnlwkJwj/HH6xdx47pm3nPesOtCRFgxvzLR7zocjVPklxGZZAArF1Ry0eLarOdSHgrQUBFKWfV057EeltSXjXBXubjZOC/a4HE8bth8uJMLFtWwurGK8lCAfW19XLliDnMqhmMecyqLWVRXyov729l3so+KUGBEqqeXxpoSivzCofZ+FtaWjurvkMyS+jKaa0tGfB+f33uSiuJAIijuFnJ89+qJ3UXAiJubK1bMocgvU5ppNP4nBIwxN47x1pVjbH8ncGeK8U3AqhTjg8D1E81DyT9cQfD5xhcE98Lxyx0ngDQthDrnru3pXSc4Z35lIrvHPbH+/rFtBP0+iov8/HTrMa5eNY/BoRi94egol9GwhZBdDKEkqQNYdVL5isc3H+FUX4R7/9c63vefz3EqBxaC2zazrjxIwCc56ZrmWhnloQD/9Pvnjnr/7HkVPPLKEeJx43RLS2EF3P+Ri8lVLuAST7zIy+4T3Ylm88nMrSxmcV0pL+xr56NvXsretl56BqNcsLCGgN/HuiW1PLOrlRvXLRy179pFtfxqdytnz69gaUPZqKQIF79PWFRXxt7W0YHtVIgIl585h0deaSEcjRH0+/jtnpO8aVldQlDfd94CDpzs44MXNU9wNIdae3MjAmfOrWBxXdmUZhrpSmUlYxIuowmuDAuqS2isLuHVRNAvvRgCOL1svSmHjdUlzKssprN/iA+sbeadq+bx9M4TDA7FEnfkyS6jiuLcuIySewQnWwi/3NnKsoYyVjdVUVOam+YmbtyjPFTklPTIwcI0N3V1rDveFfMr6Q1HaekYYHAonugj7CUY8CXcZ9myNEXV057BIQ63D3D2/LGD1hcvqeOlA+3E44ZXbKLB+dYN9sGLmnnb2XN4y5mjk0/WLamhvS/CSwc6WNow2h3lxf0erhhnHl7euqKB/kiMZ3a2cqi9nyOdA1x2Rn3i/bJQgNvfdXYibXkiasucc2VhbSklQT/LGspVEJT8JFUto7G4aHENbmRoopXK4OT5u4FbryCICGsX1+D3Cbe8ZSnvXD2fvkiM3+456VmlnHtBGIhER7mMvBZC9+AQG/efSviv68qCOSlK5l68y0J+ykOBnKxDcBe3lY4lCPZueOfxbsLR2IiU06lgSb3TerXL06PazXI6a+7Yd+brltTSNTDEjmPdfO+lw8yrLE4Eqa9aOY97broo5XfTtVgj0Xhi+7Fw3z9n/sQWAsBbljewsLaUu3+7j9/uOQnApR5BmCyuhbDcxlGWzSnj0Kn+rJvxjIUKgpIx7krlNPSAi5Y4J2Eo4EvpE06Fe3e2dvHIUgifesdZ3PPhtTTXlvKmZXVUlRTx063HEkHcZJeRW24gG/97f2R003ivhfCb19sYiplElU83XTBb3F4IZcEApaFATlYqu1ZGWTD1/+GseRWIwK5jPYSH4iMyjKaCxSlWprsxjBXjXIjdNqyf+9E2XjvcyaffedaY7h8vS+rLEkXkJrIQzrblPFYuqBp3O5eA38dH37yEVw91cs9v97GgqnjMQn/pUGstieVWGJc1lBONm6x7L4yFCoKSMe7CtIlcRgDr7F1ZOvEDl1ULqljaUMb8qpIR44vry3irbc9Y5Pdx1cq5PLntGE/ZGEVtUlC5yO+jpMifXVB5aHQMoaa0iK4BZ8Xv0ztbqSkt4gJbx6e+PJQotJcNfeEoZUE/Pp9QlmOXUdkYFkJpMMBZcyt4bm+bE0NIU8Azxb0L98YRth3ppiIUGLHmIZmmmlIaq0t47XAn6xbXcu2axjG39SIirF3kfB+9GUapeO95C/jFX7+F5tqJM4Jcrr+wmZrSIg6c6ufSM+rTEqmxaK4toTTo52J7QzXcpnZq3EYqCErGJBampWEinDGnnJrSokkJwufefTaP3nrphNt96h1nsaCqhO9sPASMjiEAlBcHsg8qj3IZBTHGWZz2zK5W3rpiTuJvUVuWuxhCuXV5lYUCkwoqx+OGD31z46hib+5q57Lg2Dkl7z1vAS8d6OCNtt4pF4SFdaWIkFgX0N4X4fHNR3jrijkTXkwvsQHb/3PtykldeN+xci715cEJ796dtNfJrcYuCfr58CWLAbhseebuInC+Y1vvuIrLbTvSpQ1lVIQCI9xruWTCLCNFGYvxFqYlIyK8+9z5iVII6VBc5E/rYjSnspjv3bKeG+9+gePdg4mFaF4qigPZBZVTuYxswO+a/3ieroGhEV3C6sqDdPYPEY3FCWQRfO2NRBPB39JgIGX9nrE4cKqP3+45yVAsztWr5g1/lrAbQxj7b3vNmgX88893c+BUf6I8w1QRCvhpqilJBJbv/s0++odi/NWVZ0y4799edRYfvKh51GrmiXj/+Y28//zGrO7ex+Ojb16C3ye845x5E288Ad4broriIrbc8Y4pm7cKgpIxsTGK243FF65dPWVzmVtZzCO3vonDHf0pT5aKUPaCUJJ0R712UW0ihvH+8xu54uzhpvJuYLu9PzIiD36y9A4OC0J5yD8pC8Hta/Di/nZO9Yaps/n2vZHohFlCTTWlrFtSy4v726fcQgCnbPrze0/yo1ePcP+GA7zvvAVp3ZnPqSxOLNqbDFNdP7OiuIi/unL5lBx7KueuLiMlY8wkYgjTQU1ZcMxiYRXFRaNiCOFoLO0UvsGh0RZCc20p3/3T9dz1xxfyqavOGrFq141jZBtY7gsPu4xKJ5lltN1W3owbEvEVgP5wbMyAspffP9/xyU91UBngk+84k6rSIj7x/c0MDsWm7GKqjI8KgpIx6a5DyAfKQ6NjCA9sOMjbv/Isu21Gy1gYY+hPkXY6Hm6mU7app73haMLXnyqovLWla8zmP1tbujivqYrm2hJ+tn04jtAXjo4ZUPbyztXzCU4iKywbzm2q5mcffwt3vPccPn/NqkTwVJleVBCUjIlNIqg805QXB0YVt3thXztxA197es+4+4ajceKGUVlG41HnaX+YDT1JQeWBoVji7368a5Br/vO5lC1CjTFsO9rFqsYq3rlqPs/vPZkIRPZFouMGlF2qSor4+h9ewC1vWZrVZ0iXYMDHn1y6hA+tXzQtv08ZjQqCkjHuQrOJSlfkA8lBZWMMrx7qIBjw8cTWY+NaCcmVTtPB9ddnW76izxNUdi/ibhzhpQOOoL16eHRV1UPt/fQMRlnVWMVVK+cxFDM8s+uE3T82bkDZy9vOmTvpgK1SuKggKBkzvA5hhieSBhWhAL2RaCJV9nD7AKf6Inz8yuWUhwLjWgkDQ5MXhOqSInySXQzBGDMiqOy6eVy30aYDTmE3N3jsZdsRJ36wurGK85urKS7ysd2O9YajExZqU05PVBCUjImN0SAnH6koLsKY4bINrxxy7qrfetYcPnzJIp7Yeoy2ntR38/1JzXHSwecTasuCnMwihhCOxonGTUIIyuxdfV/CQnA+w+H2ATqShGfrkS6K/MLyueX4fEJdWYh2u6q6Pzw6QK4ooIKgZIFJs9ppPuD64d1Mo1cOdVAW9HPWvIpES8atRzpT7jvsMprcXbVTviJzl5E7V7cWU8JlFI7RPTjEruPdXGTLemw7OtJK2H60i7PmVSQyn2rKihKi4Q1UK4oXFQQlYwopy6giqWvaK4c6OK+5Gr9PWNlYhQhsbRndIL0vHE347Cd7V11XFsrKZeT2/nXbdbp+/95wlFcPdRI3cNObFgMj3UYnugfZ0tLFKk/9nVrPXPoj6WUZKacfKghKxsRsULkQXEauz7x70LnA7zzWk6g7VB5yun8l++LvfX4/537+F3z3RackxmSyjABqy7OrePq7N5xqmetsHRtvUHnTgXb8PuHys+awsLaUrS3O3B/bfIS3f+VZwtEY13hq+9SWFiVcRn2TCCorpxcqCErGDLuMZngiaeDtmralpYtY3HDBourE+6sbq9jmEYSjnQN8+ee7Cfp9PLbZaf89mXUIYEtgZ2EhPL/3FGfMKU/0U/ZWbX3pQDvnzK+kPBRgdWMVW4908bu9J/n4g5s5c24FP/v4W7hkWV3iWLVlIdp7IwzF4kSiccrVZaSkoABOZSVfKUSXUc/gEK/ZRj1rmofLaq9urOJ492AisPz5H28nbgxP/NVlvOfc+YiMLqs9EXVlIboGhjKqXR+JxnlxfzuXei7qbo2mv//RNjYd6EiUBV/VWEVLxwCfevg1FteV8sDNFydKSrvUlhXRF4kl4ghj9UJQTm/0W6FkTGwSDXJmGtdl1DsY5fUTvcytDI2oirqq0fG3u1bCz7ef4G+vPoulDeV87Ybz+dy7z550TaJaKyAdfZFJ19t59VAHA0Mx3uRprjKnspgvX3curx7qoKVjgN8/32kev9rO/WjXIA/esj6la8stpXG4wymOl07pCuX0QwVByRgziWqnM423a9re1h6WJxVOW7nAWXy1+XAnT247xpL6Mj56mbNC1+eTUT0Z0qHeCs7J3skLwvNvnMInw83kXT6wtpkPrB3Zj3d1YxXBgI8PrG0atb2L24qxpcNprKJBZSUV+q1QMmbYZTTDE0mDsmAAEcdltKe1d9RFtaK4iKUNZXzruf30hKN8/Y8uIJhl60jXAskk0+h3e0+yuqk6rf4RVaVFPP03vzdumeqEhdDuCoJaCMpoNIagZEwh1TLy+YTyYIDdJ3roj8RYPnd08bTVjVX0hKOc11zNO1dlX8febaTeOTA5QegNR9l8uHNE/GAimmtLx/0/uBbC4XbHZTTZNRXK6UFWgiAiB0Rkq4hsFpFNdqxWRJ4SkT32Z41n+9tFZK+I7BaRqzzjF9rj7BWRr8lUFytXcoIxBpGpry2fK8qLA7xyqBNglMsIYE1zNQC3v3NFTj5TTalzEe7on1x3qwMn+4jGzZilvDPBtRBaOh0LQUtXKKnIhYXwVmPMGmPMWvv6M8DTxpjlwNP2NSJyDnADsBK4Gvi6iLh2613ALcBy+7g6B/NSppiYMQURP3CpKA4ksoiWzxltIdy4biGP/vmbxvTDT5YqKwidk3QZuQvS5ldl3lhn1FxKihDxWgjqMlJGMxUuo2uA++zz+4BrPeMPGmPCxpj9wF5gnYjMByqNMRuMk9h+v2cfJY+JxQtjUZqLe1dcXx6kJkXf5eIiP+cvrBk1nimhgJ/SoJ/OCfrfdvUP8ZF7X+KgbTJ/vNsRhLkZdAIbC79PqCkNctS24NSgspKKbAXBAL8QkZdF5BY7NtcYcwzA/nT7CjYChz37ttixRvs8eXwUInKLiGwSkU1tbW1ZTl3JFmNMQSxKc3EXp52RwjqYKmpKg3T0j28h/Gz7MZ7Z1cpze52Vya3dg/jEEa7czqWIqI37qCAoqcj2dL7UGHMB8E7gNhF5yzjbprqVNOOMjx405m5jzFpjzNqGhobJz1bJKbF4YbmM3AJ3Z86duFdvrqguLaJrghiC297yiF0jcLx7kPryEIF0m1WnSZ2NIwCUTkMXNKXwyOobZ4w5an+2Ao8C64AT1g2E/dlqN28BvLl+TcBRO96UYlzJc2LGFJTLqMLeFaeKH0wV1aVFoyyEoVic/3r2Dbr6h+iPRPntHscyOGLdOSe6w8zLYfzApcZmGpUG/QVRoVaZfjIWBBEpE5EK9znwDmAb8Dhwk93sJuAx+/xx4AYRCYnIEpzg8YvWrdQjIuttdtGHPfsoeYwxhVH62sVdnHZGigyjqaK6NEhnkoXw6qFOvvjkLr7wxA6e23OScDROWdCfsBBOdA9OelV0OriZRppyqoxFNt+MucCjNj0vAHzXGPMzEXkJeEhEbgYOAdcDGGO2i8hDwA4gCtxmjHG7g98K3AuUAE/ah5LnOC6jmZ5F+lTOQAyhuqRoVFD5hA0aP/xyCzuPd1NRHOCKFXPYuM/pgHa8ezBRpyiXuGsRdFGaMhYZC4IxZh9wXorxU8CVY+xzJ3BnivFNwKpM56LMDDFjCmJRmst1a5toqi2hoSI08cY5oqY0SGd/hHjcJKypVpv6Wl8eYtuRbt533gIW1ZXx+GtH6Q1H6ewfYu4UWgjaHEcZiwLKEVHyDVNg6xDmV5Xw/vObJt4wh1SXFhE3Tg0ll9buQYIBH3e+37kHetfqeTRVl2AMiUqsc6cghqAWgjIRKghKxhRaltFMkKp8RWtPmDkVIa5aOY9ff+pyrlo5j6Yapw7RywedPsnzcrgGwUVjCMpEqCAoGROLF0Ydo5kkVfmK1p5B5li31eL6MkSExiRByOWiNJdaK05atkIZCxUEJWMKbWHaTOBaCN7U09bu8KgsovlVJYg4vZ5hiiwEu9BNy1YoY6Gns5IxhVbLaCaothaCd3Haie5B5laODGwHAz7mVIToGYwSCvioLMn9XbxrIegqZWUsVBCUjInFC2th2kxQk2QhDA7F6B6MpmyY01RTCsC8quIpqSBbEvSzprk60QxIUZLRWwUlYwptYdpM4Da4cWMIbrXVVKmvjdUlvHywY0pSTl1+dNulU3ZspfBRC0HJmEJbmDYT+H1CZXGALmshtPY4i9LmpBIEG1ieipRTRUkHFQQlYzSGkB41ZcGEhXCi27EQUpWmaLQtMOdO48I5RfGigqBkjCmwlcozRXXJcIG71kSvg9EXfXctwlQUtlOUdFBBUDJGF6alR3VpkC5bz6i1J0zANqtJ5ow55QR8Mq21lhTFiwaVlYyJaVA5LWpKi9h3shdwBKGhIpTy79ZUU8qG26/MeWMcRUkXFQQlY4wx+FUPJqS6NEhnnxtDGEwZUHaZzsJ7ipKMuoyUjFGXUXpUlxbRE44yFIvT1hNOuQZBUfIBFQRlFC8f7GBva++E28U8JZ2VsXHjBV0DQ4nCdoqSj6ggKCOIxQ1/8q0Xee+/P8cTW46Nu60x6ErlNHDLV7T1hGnvi0xJNzRFyQUqCMoI9rX10hOOUhL0c9t3X+GBFw6OuW1Mi9ulhVvg7hu/2QfAnBQpp4qSD+jprIzgtZYuAB64eR1vXl7Pl57cRXtfJOW2GkNIj9WNVVy0uIZHNx8BhhegKUq+oYKgjGBLSydlQT8r5lXyD+89h/5IlP94Zm/KbXVhWnrUlgV5+GNv4sXPvo37PrKOy86on+kpKUpKVBCUEbzW0sWqxir8PuGMORVcf2Ez337hIIfb+0dtq6UrJkdDRYjfO7NBA/FK3qKCoCSIROPsPNrNec3VibFPvH05IvCn92/i5YPt9IajPPt6Gz94uYX23ogKgqLMInRhmpJg9/EeIrE45zZVJcbmV5Vw1x9fwOce3cYf3LUBv0+IxU3i/ctXzJmJqSqKMgXkjSCIyNXAvwF+4B5jzBdneEqnHa+1dAJwXlP1iPErVszll39Tx/88v5+BoRiXLK1nYW0pPp8jGIqizA7yQhBExA/8J/B2oAV4SUQeN8bsmNmZnV68driT2rJgouqml7JQgL+4YvkMzEpRlOkiLwQBWAfsNcbsAxCRB4FrgJwLwo9fO8r3XjyU68POCrYd6eKCRTVT0r5RUZT8J18EoRE47HndAlycvJGI3ALcArBw4cKMflHcGIZi8Yz2ne2smFfJH128aKanoSjKDJEvgpDqltSMGjDmbuBugLVr1456Px2uWdPINWsaM9lVURRlVpMvaactQLPndRNwdIbmoiiKclqSL4LwErBcRJaISBC4AXh8huekKIpyWpEXLiNjTFRE/gL4OU7a6beMMdtneFqKoiinFXkhCADGmJ8CP53peSiKopyu5IvLSFEURZlhVBAURVEUQAVBURRFsaggKIqiKACIMRmt75pxRKQNGLu/Y2bUAydzfMxck+9z1PllT77PUeeXPTM5x0XGmIZUbxSsIEwFIrLJGLN2pucxHvk+R51f9uT7HHV+2ZOvc1SXkaIoigKoICiKoigWFYSR3D3TE0iDfJ+jzi978n2OOr/sycs5agxBURRFAdRCUBRFUSwqCIqiKApwmgmCiBSLyIsi8pqIbBeRzye9/ykRMSJS7xm7XUT2ishuEblqpuYnIn9p57BdRL6cT/MTkTUi8oKIbBaRTSKybibm5/mdfhF5VUR+Yl/XishTIrLH/qzJs/n9s4jsEpEtIvKoiFTP5PxSzdEzPqPnyHjzy4dzZKz55ds5MibGmNPmgdOZrdw+LwI2Auvt62ac8tsHgXo7dg7wGhAClgBvAP7pnh/wVuCXQMi+NyfP5vcL4J12/F3Ar2difp55/g3wXeAn9vWXgc/Y558BvpRn83sHELDPvzTT80s1Rzs24+fIOH/DvDhHxplfXp0jYz1OKwvBOPTal0X24UbVvwr8LSNbd14DPGiMCRtj9gN7gXVMEePM71bgi8aYsN2uNc/mZ4BKO17FcLe7aZ0fgIg0Ae8G7vEMXwPcZ5/fB1ybT/MzxvzCGBO1L1/A6Rg4I/Mba46WGT9HxplfXpwj48wvb86R8TitBAESptxmoBV4yhizUUTeBxwxxryWtHkjcNjzusWOTev8gDOBN4vIRhF5VkQuyrP5fQL4ZxE5DPxf4PaZmh/wrzgXrbhnbK4x5hiA/Tknz+bn5SPAk/b5TMwPUswxn86RVPMjj86RMeb3CfLnHBmT004QjDExY8wanLuwdSJyLvA54H+n2FxSHWIKp5dqfqtwGhnV4Lhn/j/gIRGRPJrfrcBfG2Oagb8Gvmk3n9b5ich7gFZjzMvp7pJibMbmJyKfA6LAd9yhFJtN6f831RxFpJQ8OUfG+RvmxTkyzvzy4hyZiLzpmDbdGGM6ReTXOCbbEuA15/tDE/CKDfq04PhNXZoYNvWma35X23n80DhOxxdFJI5THCtf5ncT8HH71sMMm8rTPb9LgfeJyLuAYqBSRL4NnBCR+caYYyIyH8e6yZv5GWP+WERuAt4DXGn/zzMxv5RzBB4gf86Rsf7H+XKOjDW/95If58j4zFTwYiYeQANQbZ+XAL8F3pO0zQGGA2YrGRnw2cfUBm1Tzg/4GPB/7PiZOCam5NH8dgKX2/ErgZdn4u+XNNfLGQ7o/TMjg8pfzrP5XQ3sABqStpmx+SXPMWl8xs6Rcf6GeXGOjDO/vDtHUj1ONwthPnCfiPhx3GUPGWN+MtbGxpjtIvIQzskaBW4zxsSme34iEgS+JSLbgAhwk3G+Tfkyv07g30QkAAwCt8CM/P3G4os4LoSbgUPA9Xk2v//AuSA8Ze/AXzDGfCyP5jcmeTTHb5Ef58hY/Cn5fY4AWrpCURRFsZx2QWVFURQlNSoIiqIoCqCCoCiKolhUEBRFURRABUFRFEWxqCAoiqIogAqCouQUEakWkT/3vL48uYT0BPvfIyLnpBj/ExH5j1zNU1FSoYKgKLmlGvjziTYaC2PMR40xO3I3HUVJHxUE5bRFRBaL05jmHhHZJiLfEZG3icjz4jTTWSdOc50fidO85gVbDBERuUNEviUivxaRfSLyV/awXwSW2UYo/2zHykXkB/Z3fccWXRtrTr8WkbX2+f8SkddF5FmcGjmKMqWcbqUrFCWZM3BKWdwCvAT8IXAZ8D7gszg1cV41xlwrIlcA9wNr7L4rcBqzVAC7ReQunFpJq4xTERYRuRw4H6dmzVHgeZyL+3PjTcoW4fs8cCHQBfwKeDX7j6soY6MWgnK6s98Ys9UYEwe2A0/bGjhbgcU44vAAgDHmGaBORKrsvk8Yp7HJSZwKqnPH+B0vGmNa7O/YbI87ERfjdNVqM8ZEgO9n9OkUZRKoICinO2HP87jndRzHgh6vXr133xhjW9zpbjfW71GUaUEFQVHG5zfAH0HC/XPSGNM9zvY9OC6kbNkIXC4idSJShK3QqihTicYQFGV87gD+R0S2AP04zYDGxBhzygalt+G0wnwik19qnGY+dwAbgGPAK4A/k2MpSrpo+WtFURQFUJeRoiiKYlGXkaLMACLyKE7LRC+fNsb8fCbmoyigLiNFURTFoi4jRVEUBVBBUBRFUSwqCIqiKAqggqAoiqJY/h+MC2wKI+q+cAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lJqLxyT4EpyeCFribP1I1hFIwGTnmImt54W+6Dn0jUeorglQ5GkIJzE0zlZVFRXxKLaOqkA8RGNRchHnD8SGIlIZT2Qk5hdKKMuoJR2msmNAQSkF7UYGgLCqm1jLyeISaMr9qCPOIoyHUlvlLw2Rk/++lhDKCwYoyaqgMUBmyDDWlUAJbBcIFSDhSGkksC82vj/bw2YdfnjRmRRlNPq21wN38YrXPhKqQvyScysMR63/fVBksCTs9WBnc47Ek9RVBKoO2QFCTkZIvI5E4V939Mx7ad26hp7Lg/PClTj7/WPsk4RhPJieZjMDKRdDEtPljPJYg6PNSHvCWhA/BMRktry0rGYHglK1oqAxQ5veWTD0jFQgXGINjMUaiCc70jy30VBackUicWMJMiiKJJ8ykWkaAmozmmUg8ScjvIeT3logPwfrfL6sJlcRNF6BreBywtBYRoSLoIxyJE40n+cSPDtI9HFmQealAuMCI2qWFS8E2u9A4MeVOo3KA6BQfAlgmI3Uqzx+pGkIpnKdD4zFCfg+15YGSsNMDHO0aAWBtYwUAlbZAeKljgC/+8hg/O3h+QealAuECI2oXaSuV1oQLifO055QRBrsfwhQNobZcNYT5JBJPEvR7KPOXhsloeDxOdchPZdCbUUM4MzDGFx476rb+LDbt3WECPg8r662yFZVBH+HxOMd7LEFxbnB8XuYxFRUIFxiqIUzghOn1pgqEKbWMwNYQxmIk5+liX+qMxxKEfF5CgRIxGY3HqAr5qAz6GYsliKepfPvDPWf51I8P8dC+znmZU3tXmHWNFXjtJMqKoI+RaJwTvZZAOD+kAkHJAUczUA1hIrPTcdAZY9JGGVWF/BgD4RKI814KOBpCud/LeAloCENjcarL/Cnx/tPn5Njs/+XR9nl5cGjvCrO+qdL9XBXyMTwe50TPKADnVCAouaAawgQTJiPrYnbUfb9nssmoKlQ6YX1LgUgsScjnpSzgZbQEztPh8ZhtMrLOg3Rmox7bD3Xo3DA/3n+OTz50iDd+9hdFiUoajyU43T/K+uYJgVAR8DESUZORkidO0s+4agiM2g7CHltDiNsCYarJqCpklQYopbIFi5nxeML1IZRCHsLQuKMhZBYI3eEIl6+oYXVDOX/478/zr784ysvnw7x8fjjtMY91h7nz3t0FRS0d7xnBGNiQIhAqQ5ZTWU1GSl44GkKkBJ68FhJjjOtDcJzKjsN9qlPZ0RBSa9ooxSMSSxK0NYRIPDkrE8x4LDHrHJKhMduH4JwH6TSE4Sgt1SH+4obN1FcE+dM3XATASfsGPZUvP3Gcnx44n1FgTCUaT3LvkycYjyVo7woDsCHFZFQZ9HFuaJzRaILGyiD9o7EFsQKoQLjAcG56S11DGIsl3JLGjkCIJ2wNYYrJKNuNQJl7UjUE53OhfPwHB7jpnx8vOPrHGMNQDiaj7nCExqogb7lsGbs/+np+/5p1iODa9FMZjyX4wR6rlUt/SjhzttyBB/ee5W8e2M83nz5Fe1cYEVjXVOGurwh6cfIrd62rB6BraP5zEVQgXGCohmCRatt17L9O9MhUk1G1qyGoQJgPLA3BQ1nAEgizCT395cvdnO4b41ftPYXNJZ4kljBUl/moCKQXCPFEkv7RKE2VQXcs6POyvKaMU33TBcJP9p9zz6W+EUt7efZEHzs/8TPau9JrDD+2Kwt846mTtHeFWVlXTsgWmIDbEwHgleut7sEL4VhWgXCB4TqVl7iG4CSlBX0eV0OI2U+RgYw+BDUZzQeReIKQ3+ve8Ar1I5wZGOPMgJWR/93nO2bYOj1OlnKqhjA1Oa1vJIox0FgVnDS+prHctemn8p3nOmi0hUe/fe4d77b8AnvPDE7bfiya4Bcvd9NWW8bxnhF+dvA861O0A4BKOwLK7xWuXGW1p1eBoMyIm5i2xDUE5ylvZX25fUGbFA1hismohIqHLQUcDaHc1hAKtYU/e9zqort9dZ39VJ6/QB+y90n1IYSnHKfLNvWkaggAq+orONk7WUM4OzDGE+09vGvnSvxeoc82GXXbWuqx7ukC5JdHuhmPJfm7W7ZSXxEgEk9OcijDhFlzVX05y2vLADi/AJFGKhAuMKKahwBMCITV9eXEk4ahMauuEUw3GZUHvHg9oiajeWLc1hAcH0KhJqNnTvRRFfTxl2/ezHgsyY/25p805tS5ypaH4Jgcm6oCk8bXNFgPG45TezyW4MPfegG/x8OtO1ZSXxFwNQQnF+Zod3jaHH6y7xw1ZX5evbGR336F1W5+qkBwzFlrGyuoDvko83tVQ1BmJqJ5CMBElrKT+t87EiHmRBlNcSqLCJVBn5qM5oFE0koODPomnMqFZis/e7yP7WvquHJVHeuaKrjv2dN5l31PNRkFfV78XpmWW9DtagihSeOrGyyzzqneUeKJJB/61gs8d6qfz/72NlbWl1NXHnDNlY5QcWoUOcQSSX528DzXX9yM3+vhd1+1htdsbOTVG5smbedoCGsaKhARWmtCKhCUmdFMZQvHDjwhEKITUUbe6ad1ZdCnUUbzgKPBOmGnUJhA6BuJcqQrzCvW1CMi/O6r1vD8qQF+sj+/om+uhmDfcCvsmkGpOHksjVM1hEbr3DrRO8J3nuvg4QPn+R83beEtly0DoL5iQiD02smRx3tHJkVE3fvkSYbG49x4SSsALdUhvn7HVbTZZiEHx6y5xi5211IdVJORMjOaqWyRajICS2WPJdP7EGCiNIBSXJzzMuSfiDIqpHzFsycs/8HOtVYI5rt2rmJzaxV/+8MDaZ3UQ+OxtOYaV0MoswILKoO+aVFGPeEI5QEv5YHJLeZX2efWyd4Rvvf8GdY3VXD7q9a46+sqAq4PwTEZReNJtzT9zw6c5+4HD/DGLS28/uKWrL/3opYqbt2+wt2utVo1BCUHUgXCUu6a5lzUqxomTEaOhjA1yggsk4GajIpPJFVDmIUP4dnjfQR8Hi5bUQNYWt/H33qJXZW0fdr2/+fn7bz1n5+Y9qA07GoIEwIhncmoaUqEEUB5wEdLdZBfH+3lmRN9vO2KNkQmHjbqyyd8CD3hCBttv8DRnjCnekf58Ldf4JLlNfzTbdvweKY/pKQS8nv59K2X01pjma1aakJ0DUXm/RpXgXCBEU1YJ3zSTJRqWIo4Yacr6yyB0BeOTkQZpbn4nNIASnFJpyEUYjJ6or2HK1fVEvRNxOpfta6Bt1y2jC8/cXyaltB+PsxINMGe0wOTxp872U9LdZCQ37rVOVVFU+kJR9ww0qmsbqjg10d7Abh5W9ukdXUVAQbGYsQSSfpGoq42c7QrzH27TzEeS/Cv79k+TfPIhdbqEFH7uPPJjAJBRFaKyM9F5KCI7BeRP7LH60XkYRE5Yr/Xpexzl4i0i8hhEbkhZXy7iOy1131ObHErIkERuc8ef1pE1hThty4Koim+g6VsNhqJxt2bTlXQR+9I1M1DSOdDUJPR/JBOQ8j3PO0aGufQuWFee1HTtHXvfMUqRu24/lScBLInj/W6Y73hCI8d7uLmbRNP9ul8CN3DkWkhpw5rbA30FWvqXH+VQ325VUX3RM8ISWOZfWrL/RztDvPAi2d59camab6CXGmttjSF+TYb5aIhxIE/M8ZcDOwCPigiW4CPAI8YYzYCj9ifsdfdBlwC3Ah8XkQcMf8F4E5go/260R6/A+g3xmwAPgt8ag5+26Ik1Zm8lB3L4UjcdcTVVwYsgRBPX8sIVCDMF5M0hAJNRk/YWcmv3ThdIOxaV09duX9SCKoxxhUIT6UIhB++1Ek8afjNKyee7KvSmIx6wpFpDmUHJ9JoqnYAloYAcMSuTdRQGWB9UyUP7TtHR/8Yt2xbPvOPzUCLbTqa7yJ3MwoEY0ynMeZ5e3kYOAi0ATcD99ib3QPcYi/fDHzbGBMxxhwH2oGdIrIMqDbGPGksw9i9U/ZxjvUd4HpJNdYpLqohWIxE4q4q3lARoG8kQtxxKnvSRRlZPoSl7HeZD1I1BJ/XQ8DrSWsyOtg5xAun+tMe4/EjPTRUBNiyrHraOp/Xww2XtPLIwfPu+d81HCEST1Id8vH8qQF3/HvPd7BlWTWbWyeOUxH0uuZGsMJC+0dj00JOHV6zsZHtq+v4jcum39zrHYFw3hIIjZVB1jVWMDBqtex8ox1ZVAiuhjA4v/WM8vIh2KacK4CngRZjTCdYQgNotjdrA06n7NZhj7XZy1PHJ+1jjIkDg0BDmu+/U0R2i8ju7u7uqauXBJMFwtLVEEYicbeccX1F0IoycpzKvvQaQixhlrRWNR845dmDts0+5PcwFk2QTJpJwvjjP9jPn96/Z9r+yaTh8SPdvHpjY0ZH7JsvXcZINMEvbbORox3cckUb0XiSF04N0N41zJ6OwUnaAdg+hBQNoTdDyKnDZStq+e77X0VNuX/aOkcgvGzXL2qsDLg9Dt64pdXVYAuhqSqISGmajAAQkUrgu8AfG2OGsm2aZsxkGc+2z+QBY75ojNlhjNnR1DRdnVwKRBOpJqOlqyFYJiPLJNFQYZmMsmkIWuBufnAeUkK2M7gs4GU0GueOe57lQ996wd2uvSvM8Z4Rt7SEw8FzQ/SEo7wmjbnI4ZXrG6hNMRudsstL/NaVK/AI/PxwFx//wQG8HuGtU8w2lUEf4WjcFU5OQlkmp3I2JjQESyA0VATZ3FoFwNuunG5iyge/10Nj5fznIuQkwkTEjyUMvmmM+Z49fF5ElhljOm1zUJc93gGsTNl9BXDWHl+RZjx1nw4R8QE1QF8Bv2fRE1ENAbDs0s4FuaqhnO7hiJtxmi4PoTKlJ0K6EENlbpiqIZQHfPz0wHkGRmPUlfsxxjA4FnOTwQ6cHWLXugljwONHHP9BY8bv8Hs9vHFLCw/tO0ciaTjZN4oIXLysmq1tNXzxl8fwCHzibZfSXDXZFFRfEcAYKxmtqSo4kaVcwDlRV26df8d7RvB5hJoyP9dc1MT3PvAqrlhZm/fxptJaHaKz1DQE25b/FeCgMeYfU1Z9H7jdXr4deCBl/DY7cmgtlvP4GdusNCwiu+xjvnfKPs6x3g48atTYm5Zo3CocBqohOCYjJ9zvV+2WQ3FqT2WAKru8sIaeFpepGkLI72VgNIbPI/SPxugejnA0pQDcvinVQXef6GN9UwXN1elt+g6v3tjE8Hic/WcHOd03yvKaMgI+D6/b3EzA5+Hz797ObTtXTdtvY7P1BO881TtF6TJFGWUj5PdSHvASSxjqKwJ4PIKIVa10LlygLdWhedcQcjEZXQ28B3idiLxov94MfBJ4g4gcAd5gf8YYsx+4HzgA/Bj4oDHGuXO9H/gylqP5KPCQPf4VoEFE2oE/xY5YUqYTjSfdcs6RJawhjETiVNpO5ctW1BD0eXjGro6ZLg+hSk1G88JUDaHM78HrEe5688WA1bPYySgO+DzTBMLR7hE22WaXbOyyHwKeOtbLqb5RVtZb4Z1/eN0Gnv3L13Pj1vQO3YtaLBu/0+nsVO8oXo8UrDU6WkJDAQJlJlprgvPuQ5jRZGSMeYL0Nn6A6zPsczdwd5rx3cDWNOPjwK0zzUWxLrjqMh894cgSjzJKUG77EII+L9tX17kJRGlrGWkbzUl8+fFjvGJNPZfPgWkjlakawruuWs1vXpngzZcu429/eIDD54bpCUcIeD1cvb6BfWcn3JGReIJTfaPcZNcKykZzdYh1TRU8dayPk72jvG6z5XPweT3UlGd+zm2qClJT5ndDRfeeGWRjc+WkZjX5UF8R4MzAGI2V6Z3Ss6G1OsTgmNVKs9D55YtmKl9gRBNJNw1/qUbMOP2UU6M4rlo7YYfOVLoCVENw+PRPDvP1p07O+XGnaghv376C39m1mvqKAM1VQQ6eG+Jod5i1jRVcvrKWo91hRu3M4VO9oySShvUpvYazsWtdA08d66UnHHHzBWZCRLiopZIj58MYY9h3ZpBL22oK+KUWTi5CIU7pmWhxQ0/nT0tQgXCBEY0n3UJdi0VDSCZNXj1zx2IJjMH1IcBEH1rIXNwOVCA4xBJJ9yl5LnHMmOmE8qbWKg6fG+Zo9wjrmyvYurwGYyzHMkz0EshVILxyXYOb9DY1izgbG5qreLlrmLOD4/SORN16SYVQb4ejFkNDWFZjmcHm02ykAuECI2on4MDi0RD+8j/38q4vPZXz9o5jOFUgXL6yloDtbE/nQ3C2VYFg9SxIGmg/P+yGXz74UicPHzhPsoD6WMe6w3ziRwf50d5OxuMJAj5P2hyCi5dVc6QrzKm+UdY3VbLVfjJ3/AiOs3ldU25P+1elPASsykMgXNRSycBojEcPWYGRW+dAQyiWDwEmZyvHEkk+85PD7O2Y3qpzLig8c0JZEFKdysXSEL77XAfrmiq4YlXdzBsXgDGGeNLg93qIxpM8+FInw5F4xqqTU3EyTZ08BLAiPq5YWctzJ/vTRnj4vVYphXBEfQhOcuNINEHn4Dj1FQH++L4XiCUMm1qq+Id3XJ7zTfJ/PXSQ//uLY4BV9+faTc1uFNxUNrVUud+9vqmSluogjZUB149wtDvMsprQJEGfjeaqEOubKjjaPeKWQc+Fi1osp/X3nu/A6xEuTpMRnSsNjkComHsNIZ3JqHNgnH/5eTur6su5dBaaTSZUQ7jAsHwI1gVTrDyEv33wAJ9/7GhRjg1w1/f28u4vP40xht0n+tzGNb+ya9jMhJNpOrWK5M3b2rJeJFrPyCI1ufFIV5h9ZwaJJQzv2bWaruFxPvfIkZyOk0wavvnUKa7d1MQfXb+RE72jHD43nNEBmho9tKG5EhHh0rYadp/owxjD0e6RnLUDh2suaqapKkhtmkziTGy0I41eODXARS1Vs3LYuj6EIuS2VIX8VAQmt9I83W8l4a2oL6xo3kyoQLiASNrtCUN+qxVgMfIQ4okkg2MxDnZmS0afHce6R3jmeB8vnh7g0UNdBLweasv9/PJIbuVIHJPR1NIA77pqFf/5gasz7lepAgHAbTUKVjz+C6cGAPjw9Ru55qIm9nQM5HScE70jhCNx3rS1ld+60so5feZEX0YNYUNzJV7blLTW7gz2xktaOdE7yr4zQxzrCufsP3D48xs28YM/fHVecf9NlRMC5NK2wrUDmKg5tLymODfolprQJJPRabtMh1P2fa5RgXAB4TzZBf0egj5vUTSEwbEYxkBH/9i0sgJzhXPcrz95kkcPdfHK9Q28ZmMTjx/pyan43EgaH0IuVIX82kaTyQKhvSvMC6f7WVlfRlNVkG0razk/FKFzcGzG4zimnq1tNaxqKGdtYwWJpMkoEEJ+L2sbK1ieYhZ609ZW/F7hS48fYzgSz1sglAW8blOZXBERLrIT1C5dUZvXvlO5dlMz375zV065E4XQWh2aZDLq6B/D6xGW5fmbc0UFwgWE40QOeD2E/B7G4wkSScOHvvVCxsqR+dI/OiEEDnVayTsPHzjP4zk+veeC85T+wJ6zHOsZ4fqLm3nNxka6hyMcthOGsjESne5DyIXqkE/zEIBYfELoHukK8/zJAa5YafmLttl+oxdtrSEb+84MEvB6XJv8NXb/gmwmmHdftYp371rtfq4tD3DNRc384CWrik2+AqFQNthmo9mEnAJ4PTKp9MZc01od4vzQRMXT0/2jLKsJpc21mQtUIFxATDQwtzSESCxJTzjCD/ac5YkjudnfZ6J/dKJD08HOIcZjCT78rRd4z1ee4a7vvTStH20hDI/HeM3GRjfU9LpNlkAAePzlmX9HoRpCZVBNRjChadaU+dnbMci5oXGuXFULwMXLqgh4Pbw4pfNYOvZ2DLJ5WZVbKuTaTZZAyKQhALzv6rV88LoNk8Zu3rYcRzFc35yfD6FQXruxifVNFW4xulLFMRk50V+n+0aLZi4CjTK6oHAu5IDPQ9DWEJzyvXNVoye1Zd/BziGePt7HWCzB6zY38+1nT+PzePjbW6Ylm+eMMYZwJM62lbWICP0jUTeGfGNzJb880s1/fe26rMco3GQ0vVvWhUgiafjz7+zB7/GwbVUtN29bnlebRsdktGVZtdthzIkoC/q8XLy8mhdmEAjGGPadHeQ3Lp+oJrprXQNBnydvJ+3rL26hIuDFMGGTLzY3bm3NWN6ilGitDhFPGnpHrGJ8p/vHuG5T8So9q0C4gHA0hIDPQ8jWEHpHLHVyrmzjA7aGsKahnIOdQ4T8XkJ+D59/95W89yvPuDVgCmUkmiBprJvzF9595aS+0FdvaOTbz54iGk+6OQXpcIRfeZ43nqqQvygmI2MMJ3pHXUdpsTk7MMb3nj+D3yvct/s0sUSS975yTc77uwJhuSUQAj7PpNDLK1bWct+zp4knkhlNE6f6Rhkej08yuYT8Xn736jVufZ9cKQt4eddVqzg7MD4nReEWE07o6fmhcapCPrqHI6woooagJqMLCFcgeL0E/R4i8YT7RD9XppC+EeuG+cr1jRw6N8wjh87zqvWNhPzeaREPheDckCuDfiqCPmrKJsIFd62rZzyWZO+Z7Ek3IxGrn3K+dtTKoI+RaILBsbkVCr9q7+W6zzxW1MisVByz3uduuwKAoTx/T6qGAJYdPVUAb1tZy1gskTWTed+ZIXffVO5608X8wTXr85oPwF+9ZQv/591X5r3fYsdxmJ8bHKej33L0ryxSyCmoQLigcOvE2BrCeCzFZDRHT779o1GCPg/bV9cRiSc53TehorZWW9UXZ1OZ3BFcTimJVF6xxso8ffp477R1DpF4gscOdxfUvPx1m5vxeYQ/u//FgjJyM3HonHVznFq5s1g4DwHN1SF8Hsm7Z7ETnLCsNsTqhnKundLMfptd8C6bH2HvmUH8XnFj+pXisLq+HBE40Dnk5iAU04egAuECYpLJyO8hEk/OuYbQPxKlrjzAxcsmnG3Xbba6o7ZUhxiPJRkaK/y7HA0hnUBoqAyysbmSp49l7o30L4+2c6QrzEdv2pL3d1++spa/vmkLPzvYxf/OMfkqF5zY8PYi1AZKh6Mh1FcEKPN70/YszobTajTo8/Dwn1wzzcm7uqGc2nI/e7IIhH1nBtnUWkXQNz9VOJcqdRUBLl9RyyOHuuhwchDyyMrOFxUIFxCpAiHoaAgjc+tU7h+NUlcRYENzJT6PVRnSsVm6qfSzMBsNuRpC+szSq9bVs/tEH/HE9ByL/WcH+cJjR/nNK9u4blNzmr1n5r2vXM3brmjjnx894rZPnC2n5lkgOGa9+vIAZQEvY3lqCDH7PPJ7PWnrDokIm1ursoYAHz4/zMWts0vqUnLj+s3N7Dk9wAunBgj4PAU188kVFQgXEJFEOg3BdirPmQ8hSn2Fn6DPy7uvWsXvvXoi4se1Z85CIDjzrE6jIYBVxnokmmD/2en2+H95tJ2qkI+/KUA7cBARfmfXapIGt6HObDlpC4RiVA9NR/9IFK9HqAr5LIGQt4YwIRAysamlipfPDac1Dw6PW53P1s1TzsBS53UXWw8/P9zbyYrasrSFA+cKFQgXENGUxDRHQ5gwGc2ND2FgNEatHSXy8Zu38o5XTLTHbk2JeMiHz/zkMJ986NCkeWbUEOxOWFNv1qPROD8/3MVNly1351col62ooczv5eljmX0VuZJMGjr6xvB5hNP9o3k/rRdC32iUunI/Ho9Q5vfm7UNIDV/OxKbWakaiCc4MTM9YPt5jVSWdr6iqpc6WZdUsqwkRjSdZUURzEahAuKBITUwL+T2Mx5KTTEZz0Ya6bzRKfYYbbnO1XY43z4YdD+w5w6OHzgPZncrWd4RY21gxzbH8i8PdjMeSvGkOYsf9Xg871tTx9BxoCOeHx4kmkly1rh5jJmr6FxPHzwNWyGa+VW8dH0K6ngUOm1ont5pMxREI6/MsRKcUhojwOtuPt7KueBFGoAJhQegt0HYdcQWCl5DfOynsNGnI+0lxKomkYXAs5lZwnErQ56W+IpCXyWg0Gud03xg94QlNxusRygOZnZFXb2jgV+29k2opPbTvHHXlfnaurc+4Xz5ctbaeQ+eGJyXiFcKpXstc5Pg05kMg9I1E3f9RIRpCLiajjXY5isPnpv+eo90jeARWNRT3aVWZ4HrbbFRMhzKoQJh3nj/Vz467f8aTR/M3V0x2KlsawuBYzO0hMFvHslPYri5LKeHmqmBeJiPH0do/GiWeSDI8brW+zJaAdOv2lYzFEnz/Rau+TSSe4NFDXbxxS+uc1XBx6s/M1o/gOJSvuagJr0c4cn4eNIQULa68EKeyKxAy/w+qQ36W14TSagjHusOsqCvXCKN55OoNjfz2jpW8YUtLUb9HBcI8882nTmEMPFWA/Tpq5yFYpSusi9EY3OYgs/UjOE/L9VmafbTWhPLSEF62b5DGWMcfHo9nNBc5XLaihouXVfPtZ08B8MSRHsKRODdeOnelBi5bUUvI78ma85ALp/tG8QisbqhgTUM5R7pml8mdC30jE1pcyJ+/ych5sPBn8SEAXNRaxaFz6U1G6j+YX4I+L596+2VFL/6nAmEeGRqP8eBe66n3pRxrzqcyqZZRysXsNBifbaSRE9+erfSAVY43d5PXkZQnzO5whOHxWEaHsoOIcNsrVrLvzBA/P9TFP/z0ZapDPq5e35jz985EwE6+eypLzkMunOobZVlNGQGfhw3NlUWPNDLGWBpChfU3LA8UYjKa2YcAVqTR0a7wpBBgYwzHe/JvZKNcGMwoEETkqyLSJSL7UsY+JiJnRORF+/XmlHV3iUi7iBwWkRtSxreLyF573efEthmISFBE7rPHnxaRNXP8GxcUYwyPHDzPaDTOD/acZTyWZHNrFXvPDObtBI5OKn89oa6vtm25uZqM/uXRI+w+Mf1G2D8ys0BoqQ7ROxKZVFM/Gy+fH8aJkusJRxnKQUMAuGVbG0Gfh/d97VmO94zwv2+7ImtUTCFctbaBQ+eGZtX34VTfqPv339hcxcneUff/VAyGxuMkkmbCqVxAYlo0PrMPAawOZ9FEkhO2nwTg/FCE0WhCQ04XKblcYV8Dbkwz/lljzDb79SMAEdkC3AZcYu/zeRFx7lxfAO4ENtov55h3AP3GmA3AZ4FPFfhbSpKnjvVxxz27uelzT/DVJ46zubWKd121ip5wlLN5RutMXMiSViDkoiGEI3E+89OX+dsHD05b52oIFZmf4FtrQhgD3cO5aQkvnw+79W56hiMMj8cz5iCkUlPu5x07VtJcFeS+39/lZkvPJZeuqMGYib4PhXCqb8xt8L6xpZJE0sy6AGA2+qeY9coCvoJ8CB7B7V6WCafPQervOWY7zdepyWhRMqNAMMb8EshVr74Z+LYxJmKMOQ60AztFZBlQbYx50liPxfcCt6Tsc4+9/B3gesnmcbzAcEL0BsZiHO0e4R07VnKZ3aXppRxqzqcSSSQJ+jyISFqTUS6lnZ2Le8/pAfZ2WLV3IvEExhg3Aza7hmA5sHPxI4xE4pwZGOOVtqmnJ0eTkcPH3noJT951vfv3mmsusYu7HThbWA2i0WicnnDEjfx45foGAl4P9+8+PWdznEqfK7QnNIRoIpk2szsTsURyRu0ArJaXHoHDKX6EY/b5rCajxclsdPA/FJGXbJNSnT3WBqReDR32WJu9PHV80j7GmDgwCKRtQSQid4rIbhHZ3d09dx28ZoMxhhP2RZKOjv5RfB7h4T95LX93y1beddUqNrdW4fMIL+VZDC0SmygLnaohOE+ouZg+nIvb6xG+8dRJTvSMcPUnf84nHzrEwGiUgM+TNSTULcebg3bj2NO3rbQcuD3hCOFIfFov5Ex4PTLjU+xsaKoK0lgZ4ECBVUpP91lJW87fv7kqxM3blvMfuzvcMuJzjashuHkI1vmQj9komkjO6D8A6xzb3FrNT/afc82bx7pHKPN7aaman74FyvxSqED4ArAe2AZ0Av9gj6e7ek2W8Wz7TB805ovGmB3GmB1NTcVrEpEPjx/p4drPPEZ7huiS0/1jLK8to6EyyO/sWm33F/CyeVlV3o7lqK0hwERXqpoyv1tCOhcfwuFzw5QHvLz9yhU8sOcMv/tvz9ATjvD1p05ysneU+vJA1pDQ1jzqGTnayKbWKhorg/SEc4symi9EhIuXVectEAZHY3z0/+3l9q8+A0zO2L3jNWsZiyX45tOn5nSuDlMjwcrsxjj5CIRYIjljhJHD771mrVUG/WAXAMd7wqxtrChq+QRl4ShIIBhjzhtjEsaYJPAlYKe9qgNYmbLpCuCsPb4izfikfUTEB9SQu4lqwdlnmxucePSpnO4bTVu//LIVtbzUMZhXGeZofOLJztEQGioCeD1CRcCbs8loY0sV73nlasZjSc4OjvOx39jCaDTBwwfPU5slBwGsG1HA68lJIBw5P0zQ52FVfTmNlUFO942SSJqcTUbzwZZl1bx8Ppyzkxzg4YPn+cZTp9jaVs0//fY2Llk+UeRtc2s1r9nYyD2/PlEU53J/GpMRwHg0D5NR3OSkIQC89fLlrKwv458fPcKvj/bw5LFeNqdUwlUWFwUJBNsn4PA2wIlA+j5wmx05tBbLefyMMaYTGBaRXbZ/4L3AAyn73G4vvx141MxFDYZ54li3ZS7K5GTt6E/fA/WythqGx+NuYbRcSO0kFvJb786TYmUot37Bh88Ns6mlkq1tNfzZGy7i/75nO7979VquXFVLImmy5iCA9VTdXB3k7EAuGkKY9U2VeD1CY2XQ9aeUioYAVtewaDzp/h9zoaN/FBH4P+++kluuaJumUf3uq9bQNRxx21POJX0jMQJeDxW2Wc8x743Gcg85tjSE3J7wfV4PH7h2A3s6BnnvV55hZV05H3nT5vwnrlwQ5BJ2+i3gSWCTiHSIyB3A39shpC8B1wF/AmCM2Q/cDxwAfgx80Bjj6LLvB76M5Wg+Cjxkj38FaBCRduBPgY/M1Y+bD5yoi3QCwXI6RtOmm2+1I28O5WGuSBUITpaocwOvCvlnNBn1hCP0jkTZZJct/tD1G92SC7e/ag1AxrIVqVy+opanjvXOqN109I+69vWmqoBbd6mkBILjWO7M3Z/T0T9Gc1UwY6buzrX1iJC1n0Ch9I9Eqavwu0LI0RDyiTSK5uhUdvjNK9tYVV/OxpYqvn3nLprVf7BomfHKNMa8M83wV7Jsfzdwd5rx3cC07uzGmHHg1pnmUao4URddKQLByeR0Wt6tSFOQarnd8aszj9BTy4dg3QAcDaGh0tYQgr4ZncqOQ3lTy3SV/01bl/HpusM5hRNef3EzD+7tZN/ZwYwRQMYYOgfHea3djasxpYZ7dQmZjNY2VhDweThwdoi3XZF+m0PnhvjmU6f465u2EPB56OgfzdrXtirkZ0NTZdaOY4ViVTqdENplgfwFQixHp7JD0OflwQ+/mjK/d85Khyilif53Z0HfSJSBUesm7GgIz57o47rPPMazJ/rcTlrpbh515X4CPk9edYEi8UQWDcE3o4bgCoTW6QIhYHfP+pPXXzTjPK7d1IxH4Ge2ozEdQ2NxRqMJltdYgi9VIJSShuDzetjcWpXRsXy8Z4Tf+fIzfP2pk66/6MzAWFohn8q2lbXsOT0wJxVoU+kfiU4y67kaQj5RRvH8NASwhJwKg8WP/odngWMu8nrEFQhOcbNHD3VlbYotIrRWh/LTEFKcylUhH0Gfh9X1Fe7nmXwIL58fpr4iQGNlerNQWcCbU/RIfUWAK1fV8cjB8xm3OTto/fZltZZ5YbJAKB0NASyz0cHO6c1guocj/M6Xn2Y0av1d2+0yDp0D4zMKhMtX1tI7EnXPgbmibzQ6yazn+hDy0hBM1sJ2ytJFBcIscByRW5dX022XtO6wG2H/qr2H032jhPyZW961VudXKC7Vh1AR9PHof7uW37zSSueoCvpnjDI6dG6YTS1VWcNKc+X6i1vYf3aIcxkEWqcjEFwNYeImVkoaAliO5b6RKOeHJvuBvr/nLGcGxvj6HVcR8Hlo7wpzfjhCPGloq81ehjiXRvWF0D8yuV9FqBANIU8fgrJ00LNiFhztCeP3ClesqnM1BKfD1N4zg+w9M8iKuvKMN+CWmlCeJqPkpHo+bbVlrhpfmYPJqL0rzEUtc1ODxqnP/sih9FqCo/ksdzSEqtI0GQFcnMGxfLBziKaqINtX17GusYL2rrDb6HwmDcFqQO+ZE8fy4FiMG//pl/zZ/XsYmNKvwvEh5FPxNJZIznldKGVxoGfFLDjWPcKahgpaa0KMRhNWqYb+MapCPoyBp4/3Ze1w1Fod5NzgeM525miWC7kyaAmERIbIn/FYgnAkTnP13ESIbGyuZFV9OQ++1Jl2fefAOB7B1Y4ck5EIVARKSyBstn0qB6b0cT7YOeQKi40tVRzpGnYF/kwCwe/1sLWtZk40hF+83M2hc8N8f88ZjJmsbRVmMlINQUmPnhWz4Fh3mHVNFe5Nr3s4Qkf/GNdvbnbLM2TrcNRaU0YknnQd0+kYHI1x5727OXB2iGg8OamGUSrOU/dINL2WMDRmfYeT1TxbRIR37lzFr4/2cjCNQ/bs4Bgt1SFXg6kO+Qh4PVQGfSWX5VoV8rO6oZyDKUXuYokkR86HudhOwtrQVElH/5hbjsOJEsvGtpW17Ds7mFfSWzoeO9RFXbmfX3/kej7xtku5+fI2d13IV0CUUVx9CEp6VCAUSDyR5FTfKOuaKt2OZWcHxjg/PM7qhgp2rbNaPWZ7ksylDMQnfnSQnx44z3ef78hJIGRyLA/YAmGmTOR8eNfOVZT5vXz1iePT1nUOjLOsZkIbEREaKwMlFXKaypYpJSyO94wQTSS5uNXRECoxBh4/0k1TVXBSLalMXL6ylvFYclbVT5NJw2Mvd3PNRU00VQV511WrqEn5H3o8QsjvSetDSCYNN/3z43x/z9lJ45bJSLudKdNRgVAgp/vHiCUM6xorXIGwp2MQY6CtroxXb7AqfKbLUnZorcleOfTXR3u4b/dpvB7hV+09lg8hg6rvRO5kciwPzrGGAFaJ6lt3rOCBF8/SNTz5N3QOjrFsylN0Y1Ww5PwHDhcvq+ZE74jrh3G0HsdktKHZ8r3sOzM0o7nIwRGIs+nb/NKZQfpGolnLf5f507fR7A5H2HdmiKenZExbTmXVEJTpqEAokKO26WBdUyXNtkB48XQ/YGkFb7lsOTde0spV69IWbgUskxGkrxwaSyT5y+/tZVV9OR+4dj2Hzg0TjsSz+hAAwpH05ifHLFVbNnMmcj687+q1xJJJvvHkSXfMSUpbXjPZX/HqDY1uL+NSY8uyaoyBw+csQXCgc4iA1+OWeV7TUOFWXs2WlJaKo81FYoWbjH5+qAsReO3GzMUcywO+tD4EJ+R1amhzvolpytJBz4oCOdA5hIgVTVJXbhWYcxyIK2rLaaoK8q/v2Z61NlBzVRCR9NnKx3tGONE7yodet4HrL7YaayeSJqNAcJ68h+ZRQwAr0/e6Tc3ct/u0W5O/fzRGJJ50Q04d/uLGzXzsrZfM6ffPFVuWO5FGlnnnUOcwG5orXedrwOdxGxG15eA/gInkwcgsitw9driLK1bWZi0pEvJ70kYZOQ7wswOTcyGsPAS99JXp6FlRIPvPDrK2ocJ1kjZWBjg/FEHE6iqWC36vh4aKYNrQ0x47jHVFXTlbl1e7N/yAN73t11mfyWTk1OevmUMfgsM7dqzg/FCEx4/0ABM3ICfk9EJgWU2I2nK/G2mUGmHksMFuG5mrycgpL5JPSGgqPeEIezoG3XpTmSgLeN3kuVTO2BrCmSkCoZBMZWVpoGcF5NVtymH/2SH3qRJw/QgtVaG8Yrxba4JpfQhOoltTVQCf18NVay1TS2aTkXWjz+RUHhqLIQJVOTanyYfXbW6hviLAfzxn9UZyNJ6pGkIpIyKuY7k3HKFrOOJGGDlsbMlPIMxWQ/jly1YTqGtnEAjlfl9ap/KZAStnYng8PqnOVTSPaqfK0mJJCoRUJ983njrJVZ94JGvXs6kMjFolCZyKpTARb5/rzcKhtbosbbZvb9iaY0OFddyrN1gCIVOUUXWZdaPP1JdhYCxGTZm/KCGfAZ+HW7a18fCB8/SNRFOylC8cDQEsB/KhziE++dAh93Mql7bV4hFYn2ODedeHEC9MQ/j54W4aK4OT+i2kIxTwMpbGT3EmpWxGp12u3BijPgQlI0vurPjy48d4wz/+gtN9o/SEI3zqoUP0jkT56wf25Zwg5pgVLkmjIbTlKxAyaAg94Qg+j7g2/9dstKKWKjNE6ZQHfLxxSwv3/PqEe0NOZdAWCMXiHa9YQSxh+N7zHZwdGMfvlUn1iy4Ert3URMDr4T+e66C23D9J4APccEkLj/2367LmlqQS9DsCIX8NIZ5I8suXu7l2U9OMQrzc72Usjcno7MC4m8TmmPESSYMxqMlIScuSOyuu29xMLJHkv3ztWf72hwcYiyV439VrePxIz7R47Uw4VS8vWZ6iITgCIUeHo0NrdYiB0dg0O3NvOEpDZcC9GWxoruLf/+tV3HTZsnSHAeCvb9pC0hj+7sGD09YNjMaoLaJA2NxazfbVdXzyoUM88OIZWqpDJZeANhOv2djE3o/fwPH/9Wae++gbpglQEWFVQ27CAHCfwguJMnrx9ACDY7EZ/Qdg+RCmmoyMMZwZGOMVa6x8GKfYYCxhPfSoQFDSseTOivVNlXzhd7ZzvGeEB148y+2vWsNH37KFy1fW8j9/cIBTvTN3MNt/dojlNaFJEUSOySh/DcEOPZ2iJfSEI665yOFV6xspz1L2YWV9OR+4dgMPvtTJk0cnx54PjsWoLqJAAPjK7Tt467bldA7OXA20lBERN8R0Nvi8HnweKchk9PPDXXg9wqttzTAbZYHpeQhDY3HCkThXrKrF5xFXQ4ja/jLNQ1DSseQEAsDVGxr51G9dxs419Xz4+o14PcJn3n4ZCWN455eemlEo7DszyJblk80JTXYXqVxj1B2cbOWPfHcvv/n5X9Fu5zf0hCOTCsLlyu9fs46Az8Njhyf3Khgci1FbPrc5CFOpLQ/wj+/Yxnf+4JX83S3TeiEtSUJ+L+MFaAg/P9TN9tV1OZn50iWmddgO5ZV15bRUh9yWp04ZDS1up6RjyZ4Vv7V9Bff/wSvdC25jSxXfuOMqRqJx3vmlpzLWhhmNxjnWM8LWtsmOvqs3NPDOnavYsbour3lc1FJJVcjHyd4Rnj81wK/ardDNnnA0Y9+CbIT8Xtpqy+iYEmpo+RDmJ0t4x5p6NjRrI3awHMv5agg94QgHOoe4dlPmZLRUygNeRmOJST4wx6HcVldGW22ZG3rqCgQ1GSlp0LMiha1tNfz9b13GmYExnj/Vn3Ybq5HKZP8BWE/H/+s3L6Uiz7DO5uoQL/2PN/Krj7yO8oCXk72jGGMsDaFAp2xbbdmkxizGGEtDmOMsZWVmLIGQXUMwxvCzA+fdm7VTSj2XdqZgPQQYM9l57QiAttoylteGXJNRLK4+BCUzelZMYdf6BkSsVpjpeKljAIBLp0SgzAYRsRyW9eWc6hslHIkTiScL0hDACn1NDTl0ymIXM8pISU/Q751RIBzsHOb37t3No4csM59ThiKbvygVp41mamDCmf4xQn4P9RUBltdaoc2JpCGasLbxq8lISYOeFVOoDvnZ3FrNcyfTawgvnh6gtTqUczZyPqysL+dU34ibgzAbDaEnHHFvEE4do2JkKSvZCfo8RGbIVHa67A3a/ycn69jpdTAT6XoinBkYY3ltGSLCstoy4klL64zaGkJAncpKGlQgpOEVa+p4/mR/2gzmF04NuO0R55rVtobgZCk3FCgQVtg9nB2zQbHqGCkzk4vJyMlDcXpZjETy1BAC09tonhkYc0Og2+wSImcGxlyzlJqMlHTMeFaIyFdFpEtE9qWM1YvIwyJyxH6vS1l3l4i0i8hhEbkhZXy7iOy1131O7L6SIhIUkfvs8adFZM0c/8a82b66jpFogkPnJtex7w1HONU3yrZVtUX53lUN5YzHkhyySy8XajJy+v06fgRHIBQzD0FJT9DnndGp7JT6cJ7wHQ2hIpibhuCYjFIDIc70j7mhv04zn7MqEJQZyOWs+Bpw45SxjwCPGGM2Ao/YnxGRLcBtwCX2Pp8XEees/gJwJ7DRfjnHvAPoN8ZsAD4LfKrQHzNXOMk8u6f4EfbY/oMriqQhrLIzYJ8/ZX1PoSYj50bg+BHUZLRwBP2eGcNOO21NzunFMJKvD2GKhjASidM7EnVDoB2BcKZ/LCUPQQWCMp0ZzwpjzC+BqR7Wm4F77OV7gFtSxr9tjIkYY44D7cBOEVkGVBtjnjRWbNy9U/ZxjvUd4HpHe1golteWsbwmxLNT/AgvnBrA6xEuXTF3DuVUHIHg+C+ylc7ORkt1CJ9H3OJmExqCRhnNN5aGMINAcDQEWyA477lqCFN9CMe6rbpc6+1eDtUhPyG/h55wxM1UDmhxOyUNhT4mtBhjOgHsdye/vg04nbJdhz3WZi9PHZ+0jzEmDgwCabuoiMidIrJbRHZ3d3cXOPXc2LGmnt0n+ibFdr94eoCLWqpyfnLLlxV15YhYBerqyv0FP8V5PcKy2pBrMhoYs0tfq8lo3gn6Z85DcHwIYdt3MBJNIDLRL3kmQlNMRu3dlqnT6fIG1v9+cCxGLK4agpKZuT4r0j12mCzj2faZPmjMF40xO4wxO5qackvaKZRXrK3n/FDEbaqeTBpePDXAFUXyH4CVPbrcLmVRqEPZoa12IvR0cCxGwOdx6/Mr84cVZZRZQ3C6y8GE72A0Eqfc7825FpTzgDIWs/Zv7wrj8wirGybyGGrLApZAUJORkoVCz4rzthkI+92pk9ABrEzZbgVw1h5fkWZ80j4i4gNqmG6imnfevLWVgNfDN5+yWkMe6wkzHIkXLcLIYaUdIVSoQ9lhRV35hFN51Kp0usCWuCXJTCaj/tEYUXu94zsYiSYozyPBccKpbB2nvSvM6obySTf9mjI/A6Mx14egpSuUdBR6VnwfuN1evh14IGX8NjtyaC2W8/gZ26w0LCK7bP/Ae6fs4xzr7cCjJtc61EWkoTLIWy5bxnefP0M4Euc/dlsWr3xLU+TL6nrrqW62paPbass4PzxONJ60s5TVXLQQzFS6IrW95YjjQ4jGqcgxBwEmBIKzf3tXeJK5CKDaNhk5wkdLVyjpyCXs9FvAk8AmEekQkTuATwJvEJEjwBvszxhj9gP3AweAHwMfNMY4V8P7gS9jOZqPAg/Z418BGkSkHfhT7IilUuA9r1xNOBLnY9/fzxcfP8Y7d65kXY7NUQrFKa88W4Gwoq4MY6BzcIyB0eL2QlAyE5ohU9lpjtRSHXRv6CORRF5+quoyHy3VQV48PUAskeRk7+i0Jj615bYPQctfK1mY8awzxrwzw6rrM2x/N3B3mvHdwLQSmMaYceDWmeaxEFyxspZLllfznec6WFlfxl+9ZUvRv9OJNJqtyagtJfR0cCx2QfU3XkwEfR6i8STJpEnrE+i0HcrrmypdE99oNJ5zhBFYpU+uuaiJH+87x7HuEeJJM01DcJ3KWv5ayYI+JmRBRLjztVY56c+8/XIqi9CPeCqOQJitU3mlHYN+sm90XnohKOlxuqZFM/TtPjc45jqAR1LyEPKNZHvtRU0Mjcf57vOWaXOqQKgt8zMaTbjZ0FrLSEnH/NRDvoC5eVsbb9jSUrRQ06lcsryaD71uA2/Y0jKr47TWhAj5PXz0/+0jaYzmICwQQTt0NBJLuuGhqXQOjtNSHaI65HNv1qORuFtuIldevaERj8C3njkFTO/77CQl9gxbIcjqQ1DSoWdFDsyXMACry9afvXHTrH0Ifq+HH37oNfzBNeu4uLWaXevq52iGSj4EfU5f5QnHcjyR5Gu/Os7weIxzg+O01oQoD/gYjyWJJ5KMRhOU+fM752rLA2xbWcvweJzlNaFpZdgdH1KPXSdLfQhKOlRDWMRsaK7kz2/YzJ/fsHmhp7JkmRAIEyajl84M8rEfHOBo9widg+NsWV7t+gxGY4m8fQgOr72oiedPDbC+eXrgQ6pA8Ahz0iJUWXzoY4KiFBHHTJSqIQyPW6ahbz59ktN9o5Oe6EcjiYJ8CADXXGQla071H8CEQOgejqh2oGREzwxFKSKOhpBa4C5sCwSPCPGkobWmzK1H5OQK5JOH4HDZilrevn0FN122fNo6p592Tzii/gMlI3pmKEoRCabREMIRq9jg+69dD1g5I04Em9M+M59MZQevR/jMrZezPU3ypKMh9I/GNMJIyYj6EBSliLg+hBQNwTEZ3fHqtWxfXcfVGxrZfcKqcNsdtvISCtEQslEdmrjUVUNQMqFnhqIUkXROZafvQVXIz7WbmvF7Pa4TuWuocA0hGz6vhyr7mH4tfa1kQAWCohQRNw8h1WQ0Hqc84J0U6VMxxWQ01xoC4CYnqlNZyYSeGYpSRJyS41M1hKlZ7xV2VFGX40MoQu5LrZ2cpiYjJRN6ZihKEXGdyqk+hEicytDkG365bTJyNYQC8hBmokY1BGUG9MxQlCLihp1OMRlVZdAQusPF0xAmBIL6EJT0qEBQlCKSLsooHIlTFZpcbNDrEUJ+D1129dNiaAiOyUg1BCUTemYoShHJ5FROVzm3IuBjyA5JLc+zllEuOE5l7ZamZELPDEUpIn6vIJLGqRxKIxBShERZEaKMnIq3qiEomdAzQ1GKiIgQmtJXeXg8llZDcMpXBLyeojzFqw9BmQkVCIpSZIJ+D5GYZTIyxtg+hOkCwRES5UXwH8CEQAj4inN85cJHBYKiFJmgz+MWtxuNJkga0msI9lhFkfpvTDiVVUNQ0qMCQVGKTNDndZ3KTtmKtD4E22RUXgT/AaRoCOpDUDKgZ4aiFJmgz+P6EJzCdmmjjFyTUXE0BE1MU2ZCzwxFKTJB/4RAmChsl1lDKEYdI5joq6wCQcnErM4METkhIntF5EUR2W2P1YvIwyJyxH6vS9n+LhFpF5HDInJDyvh2+zjtIvI5EVEjp7JoCKWajFwNwT9tO0czKFYP76qgj4DXQ1lABYKSnrk4M64zxmwzxuywP38EeMQYsxF4xP6MiGwBbgMuAW4EPi8izqPQF4A7gY3268Y5mJeilARWlJGjIVjNcdKZjJyxYmQpgxUC+2/vewW3v3JNUY6vXPgU41HhZuAee/ke4JaU8W8bYyLGmONAO7BTRJYB1caYJ40xBrg3ZR9FueAJpuQhOD6EdCajctepXLy+VVdvaKS5OlS04ysXNrMVCAb4qYg8JyJ32mMtxphOAPu92R5vA06n7Nthj7XZy1PHpyEid4rIbhHZ3d3dPcupK8r8YIWdTokyylC6wnrXPAFlYZjto8jVxpizItIMPCwih7Jsm84vYLKMTx805ovAFwF27NiRdhtFKTVSo4wcH0LFAkQZKcpMzEpDMMactd+7gP8EdgLnbTMQ9nuXvXkHsDJl9xXAWXt8RZpxRVkUTM1DCPrSl6ZwMpSLlYegKDNRsEAQkQoRqXKWgTcC+4DvA7fbm90OPGAvfx+4TUSCIrIWy3n8jG1WGhaRXXZ00XtT9lGUC57UsNPhDGUrIMWprAJBWSBmo5u2AP9pR4j6gH83xvxYRJ4F7heRO4BTwK0Axpj9InI/cACIAx80xjg1gd8PfA0oAx6yX4qyKAj5vRNRRhlKX8P8OJUVJRsFn3nGmGPA5WnGe4HrM+xzN3B3mvHdwNZC56IopYzlQ0i4he3Sla0AWNdYyY2XtLJzbf08z1BRLPRRRFGKTNDnIWkgnjRZNYSygJd/fc/2eZ6dokygKYuKUmScrmnjsQTDkXjaLGVFKQVUIChKkQn67b7K8SThSCyjU1lRFhoVCIpSZIK+FIEwnjnKSFEWGhUIilJkQv4Jk1E4ktmHoCgLjQoERSkyjoYwPB4nljAZo4wUZaFRgaAoRcZxKveGI4BVhlpRShEVCIpSZBwNYffJfiB9+0xFKQVUIChKkVnbVEFjZZAvPHYUSN8cR1FKAX1UUZQis6ymjCf++3X8YM9ZHnu5mytX1S70lBQlLSoQFGUeCPm93LpjJbfuWDnzxoqyQKjJSFEURQFUICiKoig2KhAURVEUQAWCoiiKYqMCQVEURQFUICiKoig2KhAURVEUQAWCoiiKYiPGmIWeQ0GISDdwco4P2wj0zPEx55pSn6POb/aU+hx1frNnIee42hjTlG7FBSsQioGI7DbG7FjoeWSj1Oeo85s9pT5Hnd/sKdU5qslIURRFAVQgKIqiKDYqECbzxYWeQA6U+hx1frOn1Oeo85s9JTlH9SEoiqIogGoIiqIoio0KBEVRFAVYYgJBREIi8oyI7BGR/SLy8Snr/5uIGBFpTBm7S0TaReSwiNywUPMTkQ/Zc9gvIn9fSvMTkW0i8pSIvCgiu0Vk50LML+U7vSLygoj80P5cLyIPi8gR+72uxOb3aRE5JCIvich/ikjtQs4v3RxTxhf0Gsk2v1K4RjLNr9SukYwYY5bMCxCg0l72A08Du+zPK4GfYCW7NdpjW4A9QBBYCxwFvPM9P+A64GdA0F7XXGLz+ynwJnv8zcBjCzG/lHn+KfDvwA/tz38PfMRe/gjwqRKb3xsBn738qYWeX7o52mMLfo1k+RuWxDWSZX4ldY1kei0pDcFYhO2PfvvleNU/C/xFymeAm4FvG2MixpjjQDuwkyKRZX7vBz5pjInY23WV2PwMUG2P1wBnF2J+ACKyAngL8OWU4ZuBe+zle4BbSml+xpifGmPi9sengBULNb9Mc7RZ8Gsky/xK4hrJMr+SuUaysaQEAriq3ItAF/CwMeZpEXkrcMYYs2fK5m3A6ZTPHfbYvM4PuAh4jYg8LSK/EJFXlNj8/hj4tIicBj4D3LVQ8wP+CeumlUwZazHGdALY780lNr9U/gvwkL28EPODNHMspWsk3fwooWskw/z+mNK5RjKy5ASCMSZhjNmG9RS2U0QuA/4K+Js0m0u6QxRxeunmtxXwAXVY5pk/B+4XESmh+b0f+BNjzErgT4Cv2JvP6/xE5CagyxjzXK67pBlbsPmJyF8BceCbzlCazYr6/003RxEpp0SukSx/w5K4RrLMrySukZnwLdQXLzTGmAEReQxLZVsL7LHOH1YAz9tOnw4su6nDCiZUvfma3432PL5nLKPjMyKSxCqOVSrzux34I3vVfzChKs/3/K4G3ioibwZCQLWIfAM4LyLLjDGdIrIMS7spmfkZY35HRG4HbgKut//PCzG/tHMEvk7pXCOZ/selco1kmt9vUBrXSHYWynmxEC+gCai1l8uAx4GbpmxzggmH2SVMdvgco7hO27TzA/4A+J/2+EVYKqaU0PwOAtfa49cDzy3E32/KXK9lwqH3aSY7lf++xOZ3I3AAaJqyzYLNb+ocp4wv2DWS5W9YEtdIlvmV3DWS7rXUNIRlwD0i4sUyl91vjPlhpo2NMftF5H6sizUOfNAYk5jv+YlIAPiqiOwDosDtxjqbSmV+A8D/FhEfMA7cCQvy98vEJ7FMCHcAp4BbS2x+/4J1Q3jYfgJ/yhjzByU0v4yU0By/SmlcI5n4r5T2NQJo6QpFURTFZsk5lRVFUZT0qEBQFEVRABUIiqIoio0KBEVRFAVQgaAoiqLYqEBQFEVRABUIijKniEitiHwg5fO1U0tIz7D/l0VkS5rx3xWRf5mreSpKOlQgKMrcUgt8YKaNMmGM+T1jzIG5m46i5I4KBGXJIiJrxGpM82UR2Sci3xSR14vIr8RqprNTrOY6/0+s5jVP2cUQEZGPichXReQxETkmIh+2D/tJYL3dCOXT9liliHzH/q5v2kXXMs3pMRHZYS+/T0ReFpFfYNXIUZSistRKVyjKVDZglbK4E3gWeBfwauCtwF9i1cR5wRhzi4i8DrgX2GbvuxmrMUsVcFhEvoBVK2mrsSrCIiLXAldg1aw5C/wK6+b+RLZJ2UX4Pg5sBwaBnwMvzP7nKkpmVENQljrHjTF7jTFJYD/wiF0DZy+wBks4fB3AGPMo0CAiNfa+DxqrsUkPVgXVlgzf8YwxpsP+jhft487EVVhdtbqNMVHgvoJ+naLkgQoEZakTSVlOpnxOYmnQ2erVp+6bILPGnet2mb5HUeYFFQiKkp1fAu8G1/zTY4wZyrL9MJYJabY8DVwrIg0i4seu0KooxUR9CIqSnY8B/yYiLwGjWM2AMmKM6bWd0vuwWmE+WMiXGquZz8eAJ4FO4HnAW8ixFCVXtPy1oiiKAqjJSFEURbFRk5GiLAAi8p9YLRNT+e/GmJ8sxHwUBdRkpCiKotioyUhRFEUBVCAoiqIoNioQFEVRFEAFgqIoimLz/wE3hE3qi/02SwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Wikipedia-views for all countries\n",
    "\n",
    "\n",
    "sub1 = df.loc[(range(337,489)),:]\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "test = sub1\n",
    "test = test.reset_index()\n",
    "test = test[['viewsFrench', 'month_id', 'country_name_y']]\n",
    "test = test.pivot(index='month_id', columns='country_name_y', values='viewsFrench')\n",
    "\n",
    "\n",
    "for j, col in enumerate(test.columns):\n",
    "        test[col].plot(fig=plt.figure(j))\n",
    "        plt.title(col)\n",
    "plt.show()    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-6-0ce83c8118ec>:11: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  test2[col].plot(fig=plt.figure(i))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ANye5j947fy4ASPKqJOsAqmobcDZwHXAPcHVVbRhyu5KkEdnhqaG5VNUjwHED2jcDJ/TNrwPW7WBdy4epRZK0a/zPYklqnEEgSY0zCCSpcQaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJJapxBIEmNMwgkqXEGgSQ1ziCQpMYZBJLUOINAkhpnEEhS4wwCSWqcQSBJjTMIJKlxBoEkNc4gkKTGGQSS1DiDQJIaZxBIUuNSVeOuYacl2Qr83YhXuxh4eMTrHLVJr9H6hjPp9cHk12h9c/vxqloys3GvDILdIcl0VU2Nu465THqN1jecSa8PJr9G69s1nhqSpMYZBJLUOIPgeZeNu4B5mPQarW84k14fTH6N1rcLvEYgSY3ziECSGmcQSFLjmgiCJC9K8rUkdybZkOT8Gf2/m6SSLO5r+0CSjUnuTfJL46wxyX/s6tiQ5MJx1DhbfUmOSrI+yR1JppOsHEd9fdtckOT2JNd28y9Pcn2S+7qvB05YfRcl+WaSu5J8PsmicdY3qMa+9rHvJ7PVNwn7yGz1Tdo+MlBV/cg/gAD7d9P7ADcDx3Tzy4Dr6P2D2uKubQVwJ7AfcBjwN8CCcdQI/ALwZWC/ru+gcdQ4R31fAlZ17ScAN47rOey2+9vAZ4Fru/kLgXO66XOAD09YfW8BFnbTHx53fYNq7NomYj+Z5TmciH1kjvomah8Z9GjiiKB6nuxm9+ke26+SfwR4X988wGrgqqp6uqr+FtgIrGQ3mqPGdwEXVNXT3biHxlHjHPUV8LKu/QBg8zjqA0iyFHgr8Mm+5tXAFd30FcDJk1RfVX2pqrZ1s+uBpeOqb7YaOxOxn8xS30TsI3PUNzH7yGyaCAL4weHaHcBDwPVVdXOSk4DvVNWdM4YfCjzQN7+pa9vjNQKvBX4+yc1Jbkrys+OqcZb63gtclOQB4PeBD4yrPuAP6b1YPdfXdnBVbQHovh40YfX1+3Xgz7vpsfwOMqDGCdtPfqg+JmgfmaW+9zI5+8hAzQRBVT1bVUfR+4trZZKfBs4Ffm/A8AxaxW4sr7eBH67xdcBC4EB6p2H+E3B1koyjxlnqexfwW1W1DPgt4I+74Xu0viQnAg9V1a3zXWRA29jqS3IusA24cnvTgGG79ec7qMYkL2ZC9pM5nsOJ2EfmqG8i9pG5LBzHRsepqh5NciO9w7LDgDt7vzMsBW7rLuRsondOdLulPH84tydrPL6r5XPVO6n4tSTP0btx1dhqnFHf6cB7uq7/wfOHxHu6vjcCJyU5AXgR8LIknwEeTHJIVW1Jcgi9o5mJqa+q3p7kdOBE4Lju5zyO+gbWCHyaydlPZvsZT8o+Mlt9v8xk7COzG8eFiT39AJYAi7rpfwb8X+DEGWO+zfMXwY7khRdx7mf3XyweWCNwJvChrv219A4ls6drnKO+e4Bju/bjgFvH9Rz21Xosz1+ou4gXXiy+cMLqOx74BrBkxpix1TezxhntY91PZnkOJ2IfmaO+idtHZj5aOSI4BLgiyQJ6p8OurqprZxtcVRuSXE1vB90GvLuqnh1HjUn2BS5P8nXgGeD06v0W7ekaZ6vvUeDiJAuB7wNrYGzP4SAX0DtV8E7g74F/O2H1fYzeC8H13V/c66vqzAmqb1YTVOPlTMY+Mpt/z2TvI95iQpJa18zFYknSYAaBJDXOIJCkxhkEktQ4g0CSGmcQSFLjDAJpRJIsSnJW3/yxM2/lvIPlP5lkxYD2X0vysVHVKc1kEEijswg4a0eDZlNVv1FV3xhdOdL8GARqUpLl6X0gzCeTfD3JlUnelOSr6X2Izcr0PtTmf6b3oTHruxsVkuS8JJcnuTHJ/Ul+s1vtBcBrug8guahr2z/JNd22ruxuhjZbTTcmmeqmz0jyrSQ30buHjbTbtHKLCWmQw+ndcmINcAvwq8C/BE4CPkjvnjW3V9XJSX4R+BRwVLfsT9D7QJSXAvcm+QS9exm9rnp3aCXJscDP0LunzGbgq/Re1P9yrqK6m+OdD/wL4DHgK8Dtw3+70mAeEahlf1tVd1fVc8AG4IbuHjV3A8vphcKnAarqL4BXJDmgW/aL1ftAkYfp3dH04Fm28bWq2tRt445uvTvyenqfYrW1qp4B/vsufXfSPBkEatnTfdPP9c0/R+9oea77xfcv+yyzH13Pd9xs25F2O4NAmt3/Ad4GPzjN83BVPT7H+CfonSoa1s3AsUlekWQfujumSruL1wik2Z0H/EmSu4Cn6H0Iz6yq6pHuYvPX6X3k5Bd3ZaPV+xCd84C/BrYAtwELdmVd0nx4G2pJapynhiSpcZ4akvawJJ+n99GE/d5fVdeNox7JU0OS1DhPDUlS4wwCSWqcQSBJjTMIJKlx/x8KHcHoI+ku0gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lqaWW7liUVq+2aEKXNNWmapNoSeqyJYtzzbR7xyITuqSp1ltSQ3dQVJJaq9ehHYtM6JKm2kJvaNqiJRdJaq/RHYuq+kvqtpEJXdJUW6ilOxYBra2jryuhJzkvyR1JDiW5fJnrr0pya/P1uSRPG3+okjR+o4tzDc610ZoJPcks8D7gfOBs4KIkZ480uxt4blWdA7wD2DvuQCVpMywpucwMeugdTejALuBQVd1VVQ8BVwMXDjeoqs9V1V82hweA08YbpiRtjtFNoqHbCf1U4J6h48PNuZW8Dvj0cheS7E5yMMnB+fn59UcpSZtkdHGu/rmtjOj4rSehZ5lzy/66SZ5HP6Ffttz1qtpbVTuraufc3Nz6o5SkTdKrIk0ib761toa+bR1tDgOnDx2fBtw72ijJOcCVwPlV9Z3xhCdJm2vpoGjTQ29pQl9PD/0m4KwkZyY5CXgFcO1wgyRPBq4BfrGq7hx/mJK0OZYsztXyQdE1e+hVdSTJpcB1wCywr6puT3JJc30P8FbgCcD7mz9djlTVzs0LW5LGo9ero6WWQemlrXeLrqfkQlXtB/aPnNsz9Pj1wOvHG5okbb5eDZVcmu8tzefeKSppui0MbRI90/JBURO6pKnW3yR66Y1FJnRJaqH+PPT+Y0suktRiSzaJnlk810YmdElTq6r6a7kM7VgE7Z22aEKXNLUGpfJjEro1dElql8Hg59Ea+ky756Gb0CVNrUFpZXjHIujPfGkjE7qkqXU0oWfpPHRr6JLUMoNS+TGLc5nQJaldBjX00R2LvLFIklpmMJtlmnYskqROGiTuadqxSJI6aTA9MXFxLklqtcH0xNmRxbm8sUiSWmax5ELz3ZKLJLXSoLRyTMnFQVFJapcamYfuLBdJaqmFo7f+949dnEuSWurojUUjd4p2epZLkvOS3JHkUJLLl7meJO9prt+a5BnjD1WSxqtG5qHPdH0eepJZ4H3A+cDZwEVJzh5pdj5wVvO1G/jAmOOUpLFbGF2cq8mIba2hb1tHm13Aoaq6CyDJ1cCFwFeG2lwIfKj6/9wdSHJykidV1bfHHfCBu77De/7wL8b9tJKm0AM/PAIMlVya7+/+gzv5yIFvbNrr/vzTfoyLdj157M+7noR+KnDP0PFh4FnraHMqsCShJ9lNvwfPk598fL9Mr4q/WWjpYsWSJspJ22Z4zlk7OOe0xwFw+o8+ihecfQrfe/ChTc0zm1WjX09CzzLnRqNZTxuqai+wF2Dnzp3H9Rv99FN28NNP2XE8PypJq3rk9ln+46t3bnUYx209g6KHgdOHjk8D7j2ONpKkTbSehH4TcFaSM5OcBLwCuHakzbXAq5vZLs8Gvr8Z9XNJ0srWLLlU1ZEklwLXAbPAvqq6PcklzfU9wH7gAuAQ8CBw8eaFLElaznpq6FTVfvpJe/jcnqHHBbxpvKFJkh4O7xSVpI4woUtSR5jQJakjTOiS1BGpLVqzIMk8MO57a3cA94/5Ocdt0mM0vo2b9BiNb+O2Msa/VVVzy13YsoS+GZIcrKqJvs1r0mM0vo2b9BiNb+MmNUZLLpLUESZ0SeqIriX0vVsdwDpMeozGt3GTHqPxbdxExtipGrokTbOu9dAlaWqZ0CWpI1qV0JM8MskXknwpye1JfmPk+r9MUkl2DJ37tWbz6juSvGir4kvy5iaG25O8a5LiS/L0JAeS3JLkYJJdWxHf0GvOJvlikk82xz+a5LNJ/qL5/vitjG+FGK9I8ufNJum/n+TkrYxxNL6h81v6GVktvkn4jKwW46R9TpZVVa35or8z0qObx9uBzwPPbo5Pp7/E7zeAHc25s4EvAY8AzgS+Bsye6PiA5wF/ADyiufbECYvvM8D5zfkLgOu3Ir6hOH8V+F3gk83xu4DLm8eXA+/cyvhWiPGFwLbm8Tu3OsbR+JpzW/4ZWeX9m4jPyBoxTtTnZLmvVvXQq+//Nofbm6/BqO7vAP+apVvfXQhcXVU/rKq76a/XvotNskp8bwB+q6p+2LS7b8LiK+CxzfnHsbjb1AmNDyDJacCLgSuHTl8IfLB5/EHgZVsV30oxVtVnqupIc3iA/q5dWxLjCu8hTMBnZJX4JuIzskaME/M5WUmrEjoc/TPoFuA+4LNV9fkkLwW+VVVfGmm+0ubVJzQ+4KnAc5J8PskNSZ45YfH9MnBFknuA3wZ+baviA95NP+kM79B7SjU7YDXfn7iF8a0U47B/Bny6eTwR7+EkfUaWi48J+oysEuMvMzmfk2W1LqFX1UJVPZ1+D2hXknOAXwfeukzzdW1ePU7LxPeT9DcSeTz98sa/Aj6eJBMU3xuAX6mq04FfAf5T0/yExpfkJcB9VXXzen9kmXOb+v6tFWOSXweOAB8dnFqm2Ql9D5M8ign5jKzy/k3MZ2SVGCfic7Kade1YNImq6ntJrqf/586ZwJf6//05DfizZsBiyzavHorvvCaOa6pfcPtCkh79xX0mJb7XAG9pLv1XFv/MPNHx/QPgpUkuAB4JPDbJR4D/k+RJVfXtJE+i/9fFVsS3YoxV9U+TvAZ4CfD85r/1VsR4THzAh5mcz8hK/40n6TOyUow/z2R8Tla2FYX74/0C5oCTm8c/Avxv4CUjbb7O4oDP32XpYMVdbO6g47LxAZcAv9mcfyr9P88yQfF9FTi3Of984OateP9GYj2XxcGoK1g6KPqurY5vmRjPA74CzI20mYj3cOT8ln1GVnn/JuIzskaME/c5Gf1qWw/9ScAHk8zSLxd9vKo+uVLj6m9m/XH6H7QjwJuqauFEx5fkJGBfktuAh4DXVP//hEmJ73vAf0iyDfhrYDdsyfu3kt+i/yf464BvAv94wuIDeC/9D/Rnm17wgaq6ZMJiPMYExbePyfiMrOafM9mfE2/9l6SuaN2gqCRpeSZ0SeoIE7okdYQJXZI6woQuSR1hQpekjjChS0OSnJzkjUPH544uQbvGz1+Z5Oxlzr82yXvHFae0HBO6tNTJwBvXarSSqnp9VX1lfOFI62dCV2slOSP9TSWuTHJbko8m+bkkf5L+Zhi70t8c4xPpbzxxoFnMjSRvT7IvyfVJ7kryS83T/hbwlGYTgyuac49O8t+a1/pos2jUSjFdn2Rn8/jiJHcmuYH++iDSpmrbrf/SqL9NfymA3cBNwCuBnwFeCvwb+muCfLGqXpbkZ4EPAU9vfvbH6W+s8BjgjiQfoL9WzE9Wf0VKkpwL/H3663XcC/wJ/eT8x6sF1Swi9hvATwHfB/4I+OLGf11pZfbQ1XZ3V9WXq6oH3A78YbMGyJeBM+gn9w8DVNX/Ap6Q5HHNz36q+psS3E9/BcdTVniNL1TV4eY1bmmedy3Por+jzXxVPQT8l+P67aSHwYSutvvh0OPe0HGP/l+gq61VPfyzC6z8F+t62630OtIJYUJX190IvAqOlk/ur6q/WqX9D+iXYDbq88C5SZ6QZDvNCpHSZrKGrq57O/Cfk9wKPEh/M48VVdV3mkHV2+hvI/ep43nR6m/G8XbgT4FvA38GzB7Pc0nr5fK5ktQRllwkqSMsuUjHIcnv099ubNhlVXXdVsQjgSUXSeoMSy6S1BEmdEnqCBO6JHWECV2SOuL/A1AcLxWWqvihAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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svmnbRwaqqr/zDyDA87vXJwC3A6d3y2uAm+h9QO3krm0DcDfwHGAd8FfAsknUCPxz4BPAc7q+UyZR4zz13Qxs6trPAW6b1HvYzftvgD8APt4tvx/Y1r3eBvz2lNX308Dy7vVvT7q+QTV2bVOxnwx5D6diH5mnvqnaRwY9mjgiqJ5vdYsndI8jV8l/F3h33zLAZuCGqvpuVT0E7AU2soTmqfHtwGVV9d1u3COTqHGe+gp4Ydf+IuDAJOoDSLIaeANwVV/zZuCa7vU1wPnTVF9V3VxVh7vFXcDqSdU3rMbOVOwnQ+qbin1knvqmZh8ZpokggL89XLsLeAS4papuT3Ie8NWqunvO8NOAfX3L+7u2414j8CPAP0lye5JPJfnJSdU4pL53AZcn2Qf8DvCeSdUH/B69H1ZP9bW9pKoOAnTPp0xZff3eCvxZ93oi/wYZUOOU7SffVx9TtI8Mqe9dTM8+MlAzQVBV36uqV9P7H9fGJD8GXAL85oDhGbSJJSyvN8H31/gqYDlwEr3TML8O3Jgkk6hxSH1vB361qtYAvwr8fjf8uNaX5FzgkaravdBVBrRNrL4klwCHgeuPNA0YtqR/v4NqTPI8pmQ/mec9nIp9ZJ76pmIfmc/ySUw6SVX1jSS30TssWwfc3fs3w2rg892FnP30zokesZqnD+eOZ41nd7V8tHonFT+X5Cl6N66aWI1z6tsCvLPr+h88fUh8vOt7LXBeknOA5wIvTHId8LUkq6rqYJJV9I5mpqa+qnpjki3AucCZ3d/zJOobWCPwYaZnPxn2dzwt+8iw+n6W6dhHhpvEhYnj/QBWAiu61z8A/C/g3DljHubpi2Cv5JkXcR5k6S8WD6wRuAj4ra79R+gdSuZ41zhPffcBZ3TtZwK7J/Ue9tV6Bk9fqLucZ14sfv+U1Xc28EVg5ZwxE6tvbo1z2ie6nwx5D6diH5mnvqnbR+Y+WjkiWAVck2QZvdNhN1bVx4cNrqo9SW6kt4MeBn6lqr43iRqTnAhcneQLwJPAlur9KzreNQ6r7xvAf06yHPgOsBUm9h4Ochm9UwW/BPw18HNTVt8H6f0guKX7H/euqrpoiuobaopqvJrp2EeGeRvTvY94iwlJal0zF4slSYMZBJLUOINAkhpnEEhS4wwCSWqcQSBJjTMIpDFJsiLJO/qWz5h7K+ejrH9Vkg0D2t+c5IPjqlOayyCQxmcF8I6jDRqmqn65qr44vnKkhTEI1KQka9P7QpirknwhyfVJXp/kM+l9ic3G9L7U5o/S+9KYXd2NCklyaZKrk9yW5MEk/7rb7GXAy7svILm8a3t+ko90c13f3QxtWE23JZnpXr8lyZeTfIrePWykJdPKLSakQV5B75YTW4E7gJ8H/jFwHvBeevesubOqzk/yOuBa4NXdun+f3heivAC4P8mH6N3L6FXVu0MrSc4AfoLePWUOAJ+h90P90/MV1d0c733APwQeAz4J3Dn6H1cazCMCteyhqrq3qp4C9gC3dveouRdYSy8UPgxQVX8O/GCSF3Xr/mn1vlDkUXp3NH3JkDk+V1X7uznu6rZ7ND9F71usDlXVk8AfHtOfTlogg0At+27f66f6lp+id7Q83/3i+9f9HsOPrhc6btg80pIzCKTh/gL4Bfjb0zyPVtXj84z/Jr1TRaO6HTgjyQ8mOYHujqnSUvEagTTcpcB/S3IP8AS9L+EZqqq+3l1s/gK9r5z802OZtHpfonMp8FngIPB5YNmxbEtaCG9DLUmN89SQJDXOU0PScZbkY/S+mrDfb1TVTZOoR/LUkCQ1zlNDktQ4g0CSGmcQSFLjDAJJatz/Bxc6AerRLEYCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NTBVTGVae274pumRCr6rXLHG8gNevWkSS1CMzg+FTooBPikpSn1UVU00mnXLFIknqr5nBaMml/zdFJekxa6bKkoskTYKq4cRcMPxqyUWSempYchluW3KRpB4bVLGmyejDJ0VN6JLUS4Mq0tTQ04xyaevhIhO6JK3AzGD+TdHZfW0woUvSCgxqLpHPfm1roIsJXZJWYDAYzuUCHPjaVh3dhC5JKzB+U3R2XxtM6JK0AjPFvMm5wBq6JPXSYHQc+mwNfdBOLCZ0SVqB+SWXuX1tMKFL0grMm5xrdtiiCV2S+mewQA3dHrok9dBgbD50sIYuSb00/0nRZp89dEnqn2EPfazk4rBFSeqfwdgi0bP72rCshJ7k9CRfS7I7yZsXOL4lyf1Jdjavt69+qJLUPV2anGvtUg2SrAF+H/jHwB7gS0muqqo7xpp+oarOOgoxSlJnDYq5m6I9mJxrM7C7qr5ZVT8APgGcfXTDkqR+GIwtEg3dLrmcANw18n5Ps2/ci5PsSnJNkucudKIkW5PsSLJj3759RxCuJHVL3ybnygL7xqO9BTi5qk4F3g9cudCJquqSqtpUVZump6cPK1BJ6qKZYt6KRdDtybn2ACeOvN8A3D3aoKoeqKqHmu2rgXVJ1q9alJLUUYNBHZjDZU0PJuf6EnBKkmckeRxwDnDVaIMkT0/zT1OSzc15713tYCWpa+aVXKbm9rVhyVEuVbU/yRuAzwJrgEur6vYk5zfHtwGvAi5Ish94BDin2lolVZKOoZlBHVxy6WpChwNllKvH9m0b2b4YuHh1Q5Ok7quauxk6+7Wt/qxPikrSCswsMDnXTIdr6JKkRcwbhz47OVeHR7lIkhax0Dh0Sy6S1EMz5YpFkjQRBoOFVixqJxYTuiStwHD63OH2gblcrKFLUv/MDEYfLOr+o/+SpEUMp8/t0QIXkqSFzS+5mNAlqbcGdfCKRd4UlaQemhnMLRK9xgeLJKm/Rp8UjSUXSeqvQdGrFYskSYuYqSJjN0WdnEuSemi4YtH8ybl8sEiSemj+ikWWXCSpl6qKwcgi0VMtr1hkQpekIzSbt9c4OZck9dtsT9zJuSSp52YfIJrq0+RcSU5P8rUku5O8eYHjSXJRc/zWJC9c/VAlqVsOlFym5i9w0dmboknWAL8PnAE8B3hNkueMNTsDOKV5bQU+sMpxSlLnHFxyaTehr11Gm83A7qr6JkCSTwBnA3eMtDkbuKyGC+ltT3JckuOrau9qB7z9m/dy0Z9/fbVPK0mHbf9sySXznxS9/MbvcP3X9i36fa849Sd5zeaTVj2e5ST0E4C7Rt7vAV60jDYnAPMSepKtDHvwnHTSkf0wgyp+2NZjWJI05sU/9TRO+6mnAfCEdVO86mc28O17//aQeepo1diXk9CzwL7xaJbThqq6BLgEYNOmTUf0E/3cM9fzc89cfyTfKklHVRJ+99Wntvb5y7kpugc4ceT9BuDuI2gjSTqKlpPQvwSckuQZSR4HnANcNdbmKuDcZrTLacD9R6N+Lkla3JIll6ran+QNwGeBNcClVXV7kvOb49uAq4Ezgd3Aw8B5Ry9kSdJCllNDp6quZpi0R/dtG9ku4PWrG5ok6XD4pKgkTQgTuiRNCBO6JE0IE7okTYhUS3MOJNkHfHuVT7se+O4qn3O1dT1G41u5rsdofCvXZownV9X0QgdaS+hHQ5IdVbWp7TgOpesxGt/KdT1G41u5rsZoyUWSJoQJXZImxKQl9EvaDmAZuh6j8a1c12M0vpXrZIwTVUOXpMeySeuhS9JjlgldkiZErxJ6kickuSnJriS3J7lw7Pi/S1JJ1o/se0uzePXXkvzTtuJL8htNDLcneW+X4kvy/CTbk+xMsiPJ5jbiG/nMNUm+nOQzzfu/k+TaJF9vvj61zfgWifF9Sb7aLJL+p0mOazPG8fhG9rd6jRwqvi5cI4eKsWvXyYKqqjcvhisjPanZXgfcCJzWvD+R4RS/3wbWN/ueA+wCHg88A/gGsOZYxwf8I+B/Ao9vjv14x+L7HHBGs/9M4Po24huJ87eAPwI+07x/L/DmZvvNwHvajG+RGP8JsLbZfk/bMY7H1+xr/Ro5xO+vE9fIEjF26jpZ6NWrHnoNPdS8Xde8Zu/q/hfgd5i/9N3ZwCeq6tGq+hbD+do3c5QcIr4LgHdX1aNNu3s6Fl8BP9bsfwpzq00d0/gAkmwAfhH44Mjus4GPNNsfAX6prfgWi7GqPldV+5u32xmu2tVKjIv8DqED18gh4uvENbJEjJ25ThbTq4QOB/4M2gncA1xbVTcmeSXw/6pq11jzxRavPqbxAc8GfiHJjUn+IsnPdiy+NwHvS3IX8LvAW9qKD/ivDJPO6Aq7P1HNCljN1x9vMb7FYhz1L4Frmu1O/A67dI0sFB8dukYOEeOb6M51sqDeJfSqmqmq5zPsAW1O8g+AtwFvX6D5shavXk0LxPc8hguJPJVheePfA1ckSYfiuwD4zao6EfhN4ENN82MaX5KzgHuq6ublfssC+47q72+pGJO8DdgPXD67a4Fmx/R3mORH6Mg1cojfX2eukUPE2Inr5FCWtWJRF1XVfUmuZ/jnzjOAXcP//mwAbmluWLS2ePVIfKc3cXy6hgW3m5IMGE7u05X4Xgu8sTn0x8z9mXms43sJ8MokZwJPAH4syceAv05yfFXtTXI8w78u2ohv0Rir6p8neS1wFvCy5r91GzEeFB/wUbpzjSz237hL18hiMb6Cblwni2ujcH+kL2AaOK7ZfiLwBeCssTb/l7kbPs9l/s2Kb3J0bzouGB9wPvCuZv+zGf55lg7Fdyewpdn/MuDmNn5/Y7FuYe5m1PuYf1P0vW3Ht0CMpwN3ANNjbTrxOxzb39o1cojfXyeukSVi7Nx1Mv7qWw/9eOAjSdYwLBddUVWfWaxxDRezvoLhhbYfeH1VzRzr+JI8Drg0yW3AD4DX1vD/hK7Edx/w35KsBb4PbIVWfn+LeTfDP8H/FfAd4NUdiw/gYoYX9LVNL3h7VZ3fsRgP0qH4LqUb18ih/Gu6fZ346L8kTYre3RSVJC3MhC5JE8KELkkTwoQuSRPChC5JE8KELkkTwoQujUhyXJLXjbzfMj4F7RLf/8Ekz1lg/79IcvFqxSktxIQuzXcc8LqlGi2mqn69qu5YvXCk5TOhq7eSbMxwUYkPJrktyeVJXp7kixkuhrE5w8Uxrsxw4YntzWRuJHlnkkuTXJ/km0n+bXPadwPPbBYxeF+z70lJ/qT5rMubSaMWi+n6JJua7fOS/J8kf8FwfhDpqOrbo//SuGcxnApgK/Al4FeAnwdeCbyV4ZwgX66qX0ryUuAy4PnN9/49hgsrPBn4WpIPMJwr5nk1nJGSJFuAFzCcr+Nu4IsMk/MNhwqqmUTsQuBngPuB64Avr/zHlRZnD119962q+kpVDYDbgT9v5gD5CrCRYXL/KEBV/S/gaUme0nzvn9VwUYLvMpzB8ScW+YybqmpP8xk7m/Mu5UUMV7TZV1U/AD55RD+ddBhM6Oq7R0e2ByPvBwz/Aj3UXNWj3zvD4n+xLrfdYp8jHRMmdE26zwO/CgfKJ9+tqgcO0f5BhiWYlboR2JLkaUnW0cwQKR1N1tA16d4J/GGSW4GHGS7msaiqure5qXobw2Xk/uxIPrSGi3G8E/hLYC9wC7DmSM4lLZfT50rShLDkIkkTwpKLdASS/CnD5cZG/Yeq+mwb8UhgyUWSJoYlF0maECZ0SZoQJnRJmhAmdEmaEP8fPN+iiklvCj0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot log of battle deaths for all countries\n",
    "\n",
    "\n",
    "test2 = sub1\n",
    "test2 = test2.reset_index()\n",
    "test2 = test2[['ln_ged_best_sb', 'month_id', 'country_name_y']]\n",
    "test2 = test2.pivot(index='month_id', columns='country_name_y', values='ln_ged_best_sb')\n",
    "    \n",
    "\n",
    "for i, col in enumerate(test2.columns):\n",
    "    test2[col].plot(fig=plt.figure(i))\n",
    "    plt.title(col)\n",
    "plt.show()    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
